{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GLM: Logistic Regression\n",
    "\n",
    "* This is a reproduction with a few slight alterations of [Bayesian Log Reg](http://jbencook.github.io/portfolio/bayesian_logistic_regression.html) by J. Benjamin Cook\n",
    "\n",
    "* Author: Peadar Coyle and J. Benjamin Cook\n",
    "* How likely am I to make more than $50,000 US Dollars?\n",
    "* Exploration of model selection techniques too - I use WAIC to select the best model. \n",
    "* The convenience functions are all taken from Jon Sedars work.\n",
    "* This example also has some explorations of the features so serves as a good example of Exploratory Data Analysis and how that can guide the model creation/ model selection process. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pymc3 as pm\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "from collections import OrderedDict\n",
    "from time import time\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from scipy.optimize import fmin_powell\n",
    "from scipy import integrate\n",
    "\n",
    "import theano as thno\n",
    "import theano.tensor as T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_models(df, upper_order=5):\n",
    "    ''' \n",
    "    Convenience function:\n",
    "    Fit a range of pymc3 models of increasing polynomial complexity. \n",
    "    Suggest limit to max order 5 since calculation time is exponential.\n",
    "    '''\n",
    "    \n",
    "    models, traces = OrderedDict(), OrderedDict()\n",
    "\n",
    "    for k in range(1,upper_order+1):\n",
    "\n",
    "        nm = 'k{}'.format(k)\n",
    "        fml = create_poly_modelspec(k)\n",
    "\n",
    "        with pm.Model() as models[nm]:\n",
    "\n",
    "            print('\\nRunning: {}'.format(nm))\n",
    "            pm.glm.GLM.from_formula(fml, df, \n",
    "                                    family=pm.glm.families.Binomial())\n",
    "\n",
    "            traces[nm] = pm.sample(1000, tune=1000, init='adapt_diag') \n",
    "            \n",
    "    return models, traces\n",
    "\n",
    "def plot_traces(traces, retain=0):\n",
    "    ''' \n",
    "    Convenience function:\n",
    "    Plot traces with overlaid means and values\n",
    "    '''\n",
    "    \n",
    "    ax = pm.traceplot(traces[-retain:],\n",
    "                      lines=tuple([(k, {}, v['mean']) \n",
    "                                   for k, v in pm.summary(traces[-retain:]).iterrows()]))\n",
    "\n",
    "    for i, mn in enumerate(pm.summary(traces[-retain:])['mean']):\n",
    "        ax[i,0].annotate('{:.2f}'.format(mn), xy=(mn,0), xycoords='data'\n",
    "                    ,xytext=(5,10), textcoords='offset points', rotation=90\n",
    "                    ,va='bottom', fontsize='large', color='#AA0022')\n",
    "        \n",
    "def create_poly_modelspec(k=1):\n",
    "    ''' \n",
    "    Convenience function:\n",
    "    Create a polynomial modelspec string for patsy\n",
    "    '''\n",
    "    return ('income ~ educ + hours + age ' + ' '.join(['+ np.power(age,{})'.format(j) \n",
    "                                     for j in range(2,k+1)])).strip()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The [Adult Data Set](http://archive.ics.uci.edu/ml/datasets/Adult) is commonly used to benchmark machine learning algorithms. The goal is to use demographic features, or variables, to predict whether an individual makes more than \\\\$50,000 per year. The data set is almost 20 years old, and therefore, not perfect for determining the probability that I will make more than \\$50K, but it is a nice, simple dataset that can be used to showcase a few benefits of using Bayesian logistic regression over its frequentist counterpart.\n",
    "\n",
    "\n",
    "The motivation for myself to reproduce this piece of work was to learn how to use Odd Ratio in Bayesian Regression."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_data = pd.read_csv(\"https://archive.ics.uci.edu/ml/machine-learning-databases/adult/adult.data\",\n",
    "                       header=None,\n",
    "                       names=['age', 'workclass', 'fnlwgt',\n",
    "                              'education-categorical', 'educ',\n",
    "                              'marital-status', 'occupation',\n",
    "                              'relationship', 'race', 'sex',\n",
    "                              'captial-gain', 'capital-loss',\n",
    "                              'hours', 'native-country',\n",
    "                              'income'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>workclass</th>\n",
       "      <th>fnlwgt</th>\n",
       "      <th>education-categorical</th>\n",
       "      <th>educ</th>\n",
       "      <th>marital-status</th>\n",
       "      <th>occupation</th>\n",
       "      <th>relationship</th>\n",
       "      <th>race</th>\n",
       "      <th>sex</th>\n",
       "      <th>captial-gain</th>\n",
       "      <th>capital-loss</th>\n",
       "      <th>hours</th>\n",
       "      <th>native-country</th>\n",
       "      <th>income</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>39</td>\n",
       "      <td>State-gov</td>\n",
       "      <td>77516</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>13</td>\n",
       "      <td>Never-married</td>\n",
       "      <td>Adm-clerical</td>\n",
       "      <td>Not-in-family</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>2174</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
       "      <td>Self-emp-not-inc</td>\n",
       "      <td>83311</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>13</td>\n",
       "      <td>Married-civ-spouse</td>\n",
       "      <td>Exec-managerial</td>\n",
       "      <td>Husband</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>38</td>\n",
       "      <td>Private</td>\n",
       "      <td>215646</td>\n",
       "      <td>HS-grad</td>\n",
       "      <td>9</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>Handlers-cleaners</td>\n",
       "      <td>Not-in-family</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>53</td>\n",
       "      <td>Private</td>\n",
       "      <td>234721</td>\n",
       "      <td>11th</td>\n",
       "      <td>7</td>\n",
       "      <td>Married-civ-spouse</td>\n",
       "      <td>Handlers-cleaners</td>\n",
       "      <td>Husband</td>\n",
       "      <td>Black</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28</td>\n",
       "      <td>Private</td>\n",
       "      <td>338409</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>13</td>\n",
       "      <td>Married-civ-spouse</td>\n",
       "      <td>Prof-specialty</td>\n",
       "      <td>Wife</td>\n",
       "      <td>Black</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>Cuba</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>37</td>\n",
       "      <td>Private</td>\n",
       "      <td>284582</td>\n",
       "      <td>Masters</td>\n",
       "      <td>14</td>\n",
       "      <td>Married-civ-spouse</td>\n",
       "      <td>Exec-managerial</td>\n",
       "      <td>Wife</td>\n",
       "      <td>White</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>49</td>\n",
       "      <td>Private</td>\n",
       "      <td>160187</td>\n",
       "      <td>9th</td>\n",
       "      <td>5</td>\n",
       "      <td>Married-spouse-absent</td>\n",
       "      <td>Other-service</td>\n",
       "      <td>Not-in-family</td>\n",
       "      <td>Black</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>52</td>\n",
       "      <td>Self-emp-not-inc</td>\n",
       "      <td>209642</td>\n",
       "      <td>HS-grad</td>\n",
       "      <td>9</td>\n",
       "      <td>Married-civ-spouse</td>\n",
       "      <td>Exec-managerial</td>\n",
       "      <td>Husband</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&gt;50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>31</td>\n",
       "      <td>Private</td>\n",
       "      <td>45781</td>\n",
       "      <td>Masters</td>\n",
       "      <td>14</td>\n",
       "      <td>Never-married</td>\n",
       "      <td>Prof-specialty</td>\n",
       "      <td>Not-in-family</td>\n",
       "      <td>White</td>\n",
       "      <td>Female</td>\n",
       "      <td>14084</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&gt;50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>42</td>\n",
       "      <td>Private</td>\n",
       "      <td>159449</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>13</td>\n",
       "      <td>Married-civ-spouse</td>\n",
       "      <td>Exec-managerial</td>\n",
       "      <td>Husband</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>5178</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&gt;50K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age          workclass  fnlwgt education-categorical  educ  \\\n",
       "0   39          State-gov   77516             Bachelors    13   \n",
       "1   50   Self-emp-not-inc   83311             Bachelors    13   \n",
       "2   38            Private  215646               HS-grad     9   \n",
       "3   53            Private  234721                  11th     7   \n",
       "4   28            Private  338409             Bachelors    13   \n",
       "5   37            Private  284582               Masters    14   \n",
       "6   49            Private  160187                   9th     5   \n",
       "7   52   Self-emp-not-inc  209642               HS-grad     9   \n",
       "8   31            Private   45781               Masters    14   \n",
       "9   42            Private  159449             Bachelors    13   \n",
       "\n",
       "           marital-status          occupation    relationship    race  \\\n",
       "0           Never-married        Adm-clerical   Not-in-family   White   \n",
       "1      Married-civ-spouse     Exec-managerial         Husband   White   \n",
       "2                Divorced   Handlers-cleaners   Not-in-family   White   \n",
       "3      Married-civ-spouse   Handlers-cleaners         Husband   Black   \n",
       "4      Married-civ-spouse      Prof-specialty            Wife   Black   \n",
       "5      Married-civ-spouse     Exec-managerial            Wife   White   \n",
       "6   Married-spouse-absent       Other-service   Not-in-family   Black   \n",
       "7      Married-civ-spouse     Exec-managerial         Husband   White   \n",
       "8           Never-married      Prof-specialty   Not-in-family   White   \n",
       "9      Married-civ-spouse     Exec-managerial         Husband   White   \n",
       "\n",
       "       sex  captial-gain  capital-loss  hours  native-country  income  \n",
       "0     Male          2174             0     40   United-States   <=50K  \n",
       "1     Male             0             0     13   United-States   <=50K  \n",
       "2     Male             0             0     40   United-States   <=50K  \n",
       "3     Male             0             0     40   United-States   <=50K  \n",
       "4   Female             0             0     40            Cuba   <=50K  \n",
       "5   Female             0             0     40   United-States   <=50K  \n",
       "6   Female             0             0     16         Jamaica   <=50K  \n",
       "7     Male             0             0     45   United-States    >50K  \n",
       "8   Female         14084             0     50   United-States    >50K  \n",
       "9     Male          5178             0     40   United-States    >50K  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_data.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scrubbing and cleaning\n",
    "We need to remove any null entries in Income. \n",
    "And we also want to restrict this study to the United States."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = raw_data[~pd.isnull(raw_data['income'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8868</th>\n",
       "      <td>40</td>\n",
       "      <td>Private</td>\n",
       "      <td>390369</td>\n",
       "      <td>HS-grad</td>\n",
       "      <td>9</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>Craft-repair</td>\n",
       "      <td>Own-child</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>United-States</td>\n",
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       "    <tr>\n",
       "      <th>2693</th>\n",
       "      <td>24</td>\n",
       "      <td>Private</td>\n",
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       "      <td>Bachelors</td>\n",
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       "      <td>Never-married</td>\n",
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       "    <tr>\n",
       "      <th>28530</th>\n",
       "      <td>60</td>\n",
       "      <td>Local-gov</td>\n",
       "      <td>101110</td>\n",
       "      <td>Assoc-voc</td>\n",
       "      <td>11</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>Prof-specialty</td>\n",
       "      <td>Unmarried</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&gt;50K</td>\n",
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       "    <tr>\n",
       "      <th>12561</th>\n",
       "      <td>45</td>\n",
       "      <td>Private</td>\n",
       "      <td>190088</td>\n",
       "      <td>HS-grad</td>\n",
       "      <td>9</td>\n",
       "      <td>Married-spouse-absent</td>\n",
       "      <td>Adm-clerical</td>\n",
       "      <td>Unmarried</td>\n",
       "      <td>White</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13542</th>\n",
       "      <td>74</td>\n",
       "      <td>Private</td>\n",
       "      <td>145463</td>\n",
       "      <td>1st-4th</td>\n",
       "      <td>2</td>\n",
       "      <td>Widowed</td>\n",
       "      <td>Priv-house-serv</td>\n",
       "      <td>Not-in-family</td>\n",
       "      <td>Black</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       age   workclass  fnlwgt education-categorical  educ  \\\n",
       "8868    40     Private  390369               HS-grad     9   \n",
       "2693    24     Private  145964             Bachelors    13   \n",
       "28530   60   Local-gov  101110             Assoc-voc    11   \n",
       "12561   45     Private  190088               HS-grad     9   \n",
       "13542   74     Private  145463               1st-4th     2   \n",
       "\n",
       "               marital-status        occupation    relationship    race  \\\n",
       "8868                 Divorced      Craft-repair       Own-child   White   \n",
       "2693            Never-married   Exec-managerial   Not-in-family   White   \n",
       "28530                Divorced    Prof-specialty       Unmarried   White   \n",
       "12561   Married-spouse-absent      Adm-clerical       Unmarried   White   \n",
       "13542                 Widowed   Priv-house-serv   Not-in-family   Black   \n",
       "\n",
       "           sex  captial-gain  capital-loss  hours  native-country  income  \n",
       "8868      Male             0             0     40   United-States   <=50K  \n",
       "2693      Male             0             0     40   United-States   <=50K  \n",
       "28530     Male             0             0     40   United-States    >50K  \n",
       "12561   Female             0             0     30   United-States   <=50K  \n",
       "13542   Female             0             0     15   United-States   <=50K  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data['native-country']==\" United-States\"].sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "income = 1 * (data['income'] == \" >50K\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data[['age', 'educ', 'hours']]\n",
    "\n",
    "# Scale age by 10, it helps with model convergence. \n",
    "data['age'] = data['age']/10.\n",
    "data['age2'] = np.square(data['age'])\n",
    "data['income'] = income"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    24720\n",
       "1     7841\n",
       "Name: income, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "income.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring the data \n",
    "Let us get a feel for the parameters. \n",
    "* We see that age is a tailed distribution. Certainly not Gaussian!\n",
    "* We don't see much of a correlation between many of the features, with the exception of Age and Age2. \n",
    "* Hours worked has some interesting behaviour. How would one describe this distribution? \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cADuiCfwyTXX45Z4P8PNrJ6Bc5NEalrH73WbUL5pqUcb6Tx+OIclS85k8xIhDQQtymuaTROMqtRS+8XarNSxT9+++b47H4BKfo+ry82snZKU8ZqMMchzBqPIgdiy9FHFFhZi0Vkj34jtXfNg6IjK+OBHFty8Zho+OhVEe9KC5PWK+mdxRV2MOjEp8khl7HkE/bv9x7ZfwkzkqeAJ4BA7b62pwLCTDL/Hwi7xZnAXojocddTWQlRjkhAJCCHgCEI5A4AgicvdnHMdhVHkQP792AlRVxfa6GiiqZtphtEfiGZVqWj8qGvDk6x9ZYuzJ1z/CvVePc1TVM8VDX9uJMBi5iKHmJVQNxzpjluvG8qffwZZbpuGJxdMg8vp5XeaT4PWem4+uHRGVet+79+pxCHjPdusYpwOR56izloRe2mvk9BlDCLkLwK0ANAB/A7BY07To2W0Vg3H2ofkOra+txtiKIESRh5xQHJQpXXkjBPjGhMFmLlSXrOAbEwabc//dcvKyyWnrzUDH6e1Wwny7pVFVFWNeu5Pqoqrd6kqm9vXz8FST7VTlU1U1HGoNZa4I+kUnlmxJWX7jFIw5r1stKpTBoKpqONIRxarf/d1yvB964SD2NXXoqq+ioTzoQXnQg2smWXMSjOOiqhoOHO3Eo3s+wI+vqkLQK+DTti6MKA9Q4yGmaLh+02vmeh5fMBn/u/8zzBg7EA8+fxCtoRg21FajLCjii85u1VnVNCRUDbKi4MjJCDhCqGbFhiE87VwoD0rUGPMIHDbUVttU5fKA5Koechw5LdOgGYxcJxpN4EQsjtaQbDlX0q8bmgZE4goqiwPn7CDPgBDQ73v5d8tgOFDmE6mzlsqynJXkRM5qv4SQIQDuBDBF07TxAHgAN5zdVjEYuQHNd2h5SnVCI/8nldT8H57oyseq3/0d8zftxarf/R0RWTGrerlVBkzNadteV4NVc6rw2MuHICvGYEt/QL523Wu47IE/4dp1r+Hg0c6sK3YKHL3qmFHpUtNAraporF5xWJ5snmv7WsMy9fi2plTEOhaOUY/RsbDeB8dCMXOgZy7f8jaOJfuot8col2gLy1hK8cFaNmMkAL3vVE3Dv/1/F2HZjJF2H77kcWkJxfDong9w8/ThWPirv2LWw3/Gqt/93TEejp6MWtZz+zPvYP60C1D/2kdYNmMkmtsjeHTPB2jtlHHDpr348gN/wg2b9uKz9gh+sOM9LKp/E+1dcXhF3ax49e5GzN+0F6t3N+LuK8fAJ/GO50IsoVJjTFY0jB1YhB1LL8WrK2dgx9JLMXZgEdqjdPXQiBcG41zBmLLZeKTTlt+aft3wCBxGlbGBHuB832POC4XDsS76s8exrt5V48zZwV4SAYCPECIA8AP4/Cy3h8HICdyULyP/x6mUfFzV6OasanbVLo2ctqVbGjB/014s3dKAFxtboCXvOtmUkc9k3eAROKxbONnS/nULJ8OTrGbolBdlzGtXVHo1UmO5W/sSqq5CpZbVLw96UpRFIBpXqN+JxnX1MOLgDRWNK2Yb+qLE8tnAKV5KfKL59vn+P76PQSVenFfsdTwucUWl2iO0hWWqzYWW9pTT3B7B8bCMudVDUVGk983dV45FW0hGeVBXzIw+WjNvgvmSIhqnmxUnVM1x35xiUNM0CAKHwSU+nF8WwOASHwSBczRuN+KFwSh00i0V/BLdk9O4bhj5eWygp8N89gof91lNp0bOnkGapn1GCHkIwKcAIgBe1DTtxfTvEULqANQBwPnnn39mG8lg9JDTFa+G0mHLC8oy/8fpQdUYcLlVBnRb7jZYdJsmGpYVbH3jE0tO4eZXD+P2mRdiQHL/qBUbjf13yCk0Zki6tc8n8rj7yjHmAMAYXPhSigJ4eI76HU9yKivv0sa+KrF8uskmZp3ioaJInxppTMuqu3wkBgQ91O/yHAEhBGUBydY3iqpRbS5+fNVFlu9VlvrQFpZRFpDQzydixbP7LNOdfrfvM1wzaYh9eq/DQ5QcVyGJzpVte1I9k3eISZ5NwTrtsOeC3CO1AMvWWy9Bc3vEsTrukFIfttfVnDMDvWzj1fm+xi4ihYLkdF/pZc5ezip7hJBSANcAGA5gMIAAIaQ2/Xuapm3SNG2KpmlTysvLz3QzGYwecbritSLowfraaovSsb62GhXB7PJ9RJdpkm7KoNtyN1NyN2VN4Ag6IjIOHwujtTOGw8fC6IjIZvtEjuDxBZNQv2gqttfVoH7RVDy+YBJEYznPUZUgMXnBdGuf4qB8plbEUjVQv2N8RXQwXTfa6FRiOZaFAfeZJJuYLQtI2HhjtW1fv7/jPSzd0oB9TR3mQOw//7cRjy/oVm1nV1Vgyy3T9IIpHMH5/X1mv268sRqThpagyCuaNheGktwaiqG8yGPZ5gNzJ2BXQxPKizy4/4/v26Y7Lbl8hDnQmzS0BKvmVMEjcOZDVCp6POixSOtHv9QzI3afxGPt9RMt3197/UT4pHOvqmBfw54Lcot0SwUheb4Z/nnp97EBPglDSv3nxEAPyD5e3e4pjPyHI6D2cW+7OJfPpH8B8JGmaa0AQAj5DYDpALae1VYxGDmAKPIYWxG0eJmlVuN0U848Ir2IhCdpbeCmDLotdyvg4qaseSWOWiDFKxmDNf0tZ2pBkPULJ5uJ6pqmwSfxWH3NeLMAjU/izWl/ru1zMKWXU8rnZzOlhtYGg76arnG2KPGJWDWnCoNLfOjnE9EejqE1mZ+YXnhhxcxRWH3NeIwaGEB7OI4b/+tNSz8/++YneLGxxbzRFXl4qpmwT+Tw1Hem4XhYRltYxpOvf4TvzhoNn8jZihM1t0fAc8Qc6P3wijHm+mZXVdjiwSh80CUrVFXxsQWTelQ9s9gjojQgWeKhNCCh2NO7xHsGI5ehWSo8fes00/rnoRcOYvU14zFsQAAegUN/r3jODPJ6SsBDMKDIY7mGDCjyIOBhg71CIZpQqfebR264uFfrzeUz6lMANYQQP/RpnLMAvH12m8Rg5A6iyGNIKd1M1c30PBpXHQ2hDVRVQ1xRkVA1EEWFqmqWB9lMlQPdTMndpoFG5QzWCwEgrmhYnqaKLU8xHuU4Dn/c/7mtfPGtl1+YVfvcpskCAEl+lv4d4xtubchmG/lCW1jG5x1RSDyHEp+Ib2/ei/KgB/WLpuJEJI62sGwO9CpLfSgLSugfkKAB9n7c2oBVc6rwYmOLqZZur6txtDlIqCrO6+dFeZEHq+aMw57GI/j6uEGWYztpaAnunDUKPEdQv2gqRJ5Y8gKNgWH9oqk4HpYt6yeAqSoapKuA2dAeiVvsI4z1GOckg1FIGGoeANu1fOGv3sRzy2rwbNIc/Fy3VMiWExEVO9/61HpPeetT3DR9OILMeqEgEDhCvd/wvXwuyNkzS9O0vxJCdgJ4B0ACwD4Am85uqxiM/MBNOUuodNPwH19VpS9PqDhwtNOm/I0dWARBcJ/97WZK7mYg7aSaqUnVTNPgUBxD//9Sn4ir08oXp5qqu7XPL3FU03m/1L3vooM6KCbVQbc2uBnf5xOqqkLVNKz63d/x8LyJaG7XfbLu3rkfP7xCr3KZegzCsoLF9W+Z303FKNCQ+m9FdbDaIEBrp4x7dr1t+VwSuvuvPOix5VY++Z1ptu2+2NiCustHYv6mvWZf9PNxOBlVqaoiR9AjI3a3c5LBKBRS1bynk/l5qTS3RxCRVYRlhVXa7AEJVcPGv3yMjX/52PL5gpphZ6U9jNMPx4F+v+ll0l1On2Gapt0L4N6z3Q4GI99wMz13U5VaQjH8nma6ftkIDC7RVY1Mpu5upuRu00CdilkYieiEOKhqyWfs9kjcVtJ72dYGU0VxUxa7ZGfz2tKA/v24ouEP731mO0Y3TR+eVRtOxBSqsf15l1+IcimnL802FA34wXPv2You7GvqMKdpnd/fD1HgwBENN2z6a8YCDR2RuOXfAkeoyt5Prx7nqPgJRDWnOccVDdNHlGFHQzOa2yP4tK3Ltt3ZVRU4r58Xr6ycAY4QvNx4BP39gwA4m6evfck63WbtSwfx82snUJU6t5hjMAoBQ9Er9grmTAta3HsEDoOLvGyg1wMKaTYIg46qOt9vegM7yxiMHMXNcDvTcq9IUL94KpqPd5umV/b3wSvqy4u8dOWqyKu/PhI4UCtFGqJePK7gYEvIpvyNSZq6l/pE3DlrtG15aYpik2kaqMgT7FhWA0XRVT6eEPA8IBBiLv/N8hrIil5MhecI9HS47pxAJ5NsIAtlUdXQ2mm1QGjtlC0FWjgCXFtdaQ6gCSG4troy64qfckKhvqU1Bov5RGo1yw2vfIiH5000B3+toRjKghIkgSAci6PIK+Kp7+gFWZ7/2xE8PG8i/uv/Hcbc6qEoC0goL/Jgf9NxvHTX5Xq/ChwEHrjvmnHoiqngCFAW9ODHc6oQkDjc9rUL0R7WB4cSr//b7+HQFRfwwdGQGf+3Xq4f10MtIYg8wZZbpuHjY114dM8hlBdJ+LerLkI0rq8/oWmouXAAOKIX+/nhFWPwWXvU3MbKK8fCK9o/XzFzFFSVXmDHLeYcj63LdYDByAWMQZ7x8s8rEMzdsBc7ltVQ7zVs2mbPKfFx+P2K6eiKqeZx9ns4SDlbapHRU0Se4N+uuggJBea97t+uugiiUKDTOBmMcxm3Aituy+MJDR1h2VLAZO31E1Hs0U/5zqizclXs01UrWqVI401ta1imqlY7ll6KwSU+HO+iL//N8umoKHZPLvAIBEfbZdsDwvmlHnP5pxmWeyW6LYJR4MVNWfQIDrYKQuo0Tg5yQsOtT79pGRCnV/x0UldFhxLLYi9LLJ8NUpXYfU0duP+PB/DQvIkY3M8LDcDP/9CI1k4Zd185Brc+1WA5XkUeHnfMHGXG2+yqCqyYNdo2/dUrcmbOm1GQp8jDIyIrljhfc90EKApwrDNm+/x7Xx+Fj451WabIbKitxuASD5rbo5QpuRw4jqAzmrCs65EbLkZXLIEuyrYHOsS3W8zRcDvPGYxcgFaEZX1tNXYtq8HcDXvxP3dMtxQTYwO9U6e5PWY7ziPKWM5vocARgs5IwsxlN+51wV7O9mFnG4ORg7gVWEk15E4v/lFe5EFc1XDXjvcsv79rx3vYlhysuebsuVSKjCsq5ldX4prJlVA1DRwh+N07zYgr2RmKuxGKOQ9G+/ndl8txunXCc0svzWr7CVXDwSMn8EyygIAxre/8/t0FcZysE4wBMaBR594bPnqapuHxBZNwPBw31af+AdFmFJ4PcAS2fSn1C+A5gmMhGSuvGAufyOHfdzdi1ZwqVBR5EPQIkBUVHoHHjb/uLlwyt3qorW8f3fMBlnxlpLW/Xz6Ee68eR+3n7XU11M+31dXYDNuXJQv/OPWlKHD47rZ3Lcu+u+1dPLukBrc/s5e6DVXVcCwcQzSugCcEPolHiU/KqGbTcLsOMBhnk1Q171hnDOVBj5mvaxTUam6PoDOq4GQ0wfLzeklHxLlwWYAVaCkIYgkVuzOkh5wq7KxjMHIQtymAbobcbqbpbnP/3ZYXeXnMuGggFmzemzYNVM8/cjMUd4MQOBbkyGa5k3WCMRh1U0y8Iofq4QNs++cVu1U3pwFx6lRP2tz7+76pz71XNA3RuGpRhh6eN9EsQpNPqLDuy+yqCqyYOQrzn+w+fvWLpuCWL48wp3ca+1vsFSzHcXA/r61vH543ESV+AXfteNfW30594BT/Ti8xHF9uJOix5GTETostQ/EbVhbokSLHirowchWampdqr2KcP8Z9gw30ek829xxGfiPyhPps19tpnPk3X4jBOAcwijmkklrMwc2Q25gimP57ITlF0Cdx+PWiKRZT8l8vmgJfcpqjV6QvNwY7EQdrhIisb19yMDWXUqYoqqqG1s4YPmvvQmtnzByIAnq1zXQF5p5d+81qm27L3fbfzdQ9GqfvXzTenY9lDIjTt2GUSOYJweLLhmP17kbM37QXq3c3YvFlw8EnR6RaSlETYxs/eO495ON9W9OIZV/mVg+1WSo0t0ep+xtLaJbj6BV5W9/qv4tS+3t2VQU23lhtmrDPrqoAzxHHz6lxkeFzp3ORIwRLvzIML911OV7+wVfx0l2XY+lXhkHgiC22Vu7cj0/autARkakx73QuZLrohWrSAAAgAElEQVQOZDp/+oqzsU1G7mEoeunXyHt27ceyGSMBdJ8/LD/v9OF2z2HkP04pNPFE76617OxjMHIQt2IObtMsPQKhm6Yn3w7FEipORqx5SL+YfzGKkjdk2Wl5MufPbfvFkkA1fy1Ozjt3zUl0sV5ws2YY4BepRQEG+MXk/mVWTJyUodQ3qDxHqNM0jRuvkznqL5LmqNlsI1/Q0vqjxCfa9s0v8dT97YzGLcexS6b3jV/ibZ/JiooVs0bb+tkrcZY8wFRbDFqfvfSPI9R4KfZxCEj2c3HNdRPAcxrmpFlrrK+thkfkqO0fEJRwpCOKpSnb2HzTFIwqD+JQa4h6LjhdB0p94hnP5WP5gwygW9ELOJzPJT7RPBdKfBzKfEzRO130VVl+Ru7g9mx1qrAzkMHIQdyKObhNs4zGVap1gjHvW1WB72235iF9b/u7Zr6ZqmVeLiSVk3RrBWP7bREZBz7vwKQLysxqmfs+aYNf5DHEK7jmInGEvn7DesHNmuFYV5ya03ffN8djsCS4WkM4TUNNfYOqak7TNLuN2acNK8GIAQHwHEH/gIRpw0q6p8o6FGgR8rBAS7qtAM1SoUtW6DYLXXE8uqfb4D7gEajf65KtUxf1/uDwyz3vU3M3aW9Ht9XVgOcInr71ErR2xixm779ZdomliMTRE104GRFR5LWeiyLPQdM0JFTNMX+GFls+ScCDz79vs2q475vjM54L6deBUp+IllDsjOfytYXlHllNMAqPVFsF4x6QmvddWerDkFIfttfVMDWvD1BV4Hgogm11NZb76rAyv/uPGXlBX9lrsDORwchRMhVz8Ip06wRjmiUhwOVjBlpUB8MIGsigKrmZlif/v5+Poyoq/Xzd00CHlRfjhk30nDc3ZU3kiaMyAwBBD33/gx59/XFFdShAo0/DdLOGIMThDWrK9VZyaKNktNHLUZWfYNLeor+Xrj7294rIN0p9okVJ3tXQZFOWB5V4sH7hZFuVMUkgaA3FsHRLAypLfXhswSSLdUNlqQ8bb6yGJHQPjo1jLXDOuZu0+PqsPYIfPvce1i+cjJ//4X3sa+oAADz4rfEQRRHz0+LV7+mu3lpe5LGoW05m0Yqq2WJr3cLJKPLy1LYmHPJLjXMh9TpgbD8cS2T8TV+gqiq1/U5WE4zCwqniJgC82NjSPXuCDfL6DL9Ev6/6mfdCweCX6M82ve1jdkYyGDlKJn+taFzFx60nbW/4+vvLADjntBnKHO+gzPEppuW05cZY50SGqmBBr3POm7F9N2XNzfrBrRqnm/LYnqzwmF7x0VApNAfVLtXYVHYwVb/5shF6G6POx6CfT1c/aabqN00fjiF59rDUHokjIivmtN24oqKfTzD/3RGJ41injKfe+Bir5lThgv4++D0iFFWFyHP41U3VOBFJoH9AwpoXDqC1UzaPfZesoCwg4ae/+7ulPx5LVuN0inOqihiJ6/3w9DvYcss0fHA0hA2vfIjpo8rx77//BzWeSv26r2RLKIaEqiHoETC/utLxDSzPEZvtiBG7PWmrcS6kXgcI0fMBV82pyvibvkBxuKbsyLLCLSN/ccrRM65nP/rGRfAIHFPz+pguh1z57XU1KA2c5cYxTgtdsur4XNCbPmZnJYORg7jlx/gc3vAZBVbclDmvSFfmDB86UXBQ1pI5f27zyt2qhrkpa275bG7WEY77l1QW3VQKN+US0O0GMqmnbsfISX0leZj+JCcUqJqGxU+8hUlDS/DDK8Zg9e5G3Dx9uKnQ7Vx2KV5sbEGJT0LtpRfg1pRKp+sWTsauhmYcagnhh1eMwT279ptK3/raapyMxB372ylOaMrsQy8cNL/TcjKG1bsbzT5zUgjjcQUHWkJUFTn9Dey6hZMRclDdnOKB54hjfm76dWDnskvR3B7BnsajWLdwsuX8XF9bjZI+fNBOz8s02p+PViGM7DEUvZiDnU5C1RCWFQwu8rKBXh9TSHneDDoc5/Bc0Uvxlp2ZDEYO4pbTFo3T84WMt+yEgPrm3xhHZFTeAkA8kVlZc1POMqkegK4E0UzXjf1zy5lz23407qz8Ae4qxYmIivZQxJLD9WHLSfT3iwgm/YwUVcuonrrNvXdTX/MJSeDNnLxlM0binl37UR70YEBQNNVn43gsuXyEeSMDumOrftFUfH3tq3jy9Y9Qv2gqjodls9/uvvIix2NJzd3kCAYEJTyzpAaapuHIiSg0TcOPvjHWjBVD5TOOuVNftIRijrH0cetJM0Z4juD1Q63oF/D0qK2Kqjnm57Z2WnPz2sIyKkt9mFU1EI+9fIiak3pesddxRkBv+/hMq4mMs4eh5gHA8q0Njmoys1U4c2STS87Ib1S1b54L2NnJYOQgbjltbm/ZRZ7Y3vyn5ry5qU5u1S79Ho6qzBk5TpLAOeRndefslQc9lofVDa98aO6f27z1oJeuvBn5cBwHrJg5CsdC+sOKxHNYMXOU+XZM0zRMH1GGJZePMKdKbH71sOX4lQa81hyulOMHuL9l9YoctSKqoS46qq95+JK2LCBh7KAgnl1SA0XT8OySS0AIQVxRcehoCI/uOYTyIgnra6vBc4S635LA4f9+/6sQOIJ1f/ondjQ0m8v/49rxqF88Fc3HI2Z118r+PkgCocbJltc/wsa/fGxWke0fEPGdJ962nAtb3/jE3Ham6q88R/D92aMhcDw4ApQFPfj+7NHwihyGlxdbYmRDbTX+9P5Rm6q4obYaokDw2IJJaE81ng+I4Ihzfm4s5TowaWgJir0C1i+cjFiCnpP6k6vUPquY6VYhmFEYRKMJhBMJfH4ihuVbG/DUd6ahuT2CDa98aItrZqtwZmHVOAsft0rkpwo7QxmMHMTtLbroUMlR5I0CJZrtzb+R4wRkYaruUO3SyOmLyBpVmdux9FI9x0nR8Mt05eHlQ2alSp/E4+4rx2Dlzu6b1prrJsCXLK8fiWuO1TRL4Z4Px4MgFLNaR6y5bgIGJh+o/R4OtZdeYDMu9Xu6j1+6T9zyFGUzm2OoqICiqhb7CUVVkfR1d1Zf8/AlraKoOBaKY/nWBpQHPba+NaZQGooYbb/jioZ/+T9/RmWpbqJ+qCWEfU0dqCz1QVWBjrBs6c+110+ExHPUOJlbPRT4y8dobteryK6+ZrxNSVw1pwo7Gpp1JTBDdVeJ5yAnNNz69JuWWJEV+jmw9ZZL8J//22hRJx/d8wFWXzMe8YRq2wcuQ4eTZDvKgx788Ar9mJYHPVgzb6LjG/6+qtLpViGYkf8YUzZ9Im9eX5WkMfq+pg489IJejbUsIGFQPy8b6J1hVNU9l5yR32S6F/UGdpYyGDlIWUDCU9+Zhk/ausyBwgVlfstb9DXXTbANlgwUh5y2nyRz2nwSXXUycv44juCRGy7Gd7e9ay5/5IaLzQe7uKJSlblEciTjVA3zJ8lqmAlVM9sOdBtP/+a26Vn/nrr9pKomO6x/W3Kw1hWjm9Jvr6tBqT87rxve4RgZU2pkRcXtz+yzXbSNNmRT8TNfaAnFzIfDVXOqbMf+nl37sWpOFTa88iEkgaOqzpv+/CEAoDzoQZesYM28CWg6HkFpQEQ0rmLzXw5b+nvzXw7jx1dVUePkli+PMP+/uZ3u0Wf4ga25boJjXxCie1LSYsWpGichwG1fuxBHT0bNly+tnTISqoa7dlhN5e/a8V7G6TmEAA/Pm4guWTHb1twewcrn3rOd/7qPJt3jL1OVzkyFoNLJVCGYkd+k2irwHEF50IPm9gg2v3rYPF/3NXVg9e5GpuidJQjRr22plYofnjcxL18QMuhkuhf1BnamMhg5SixNBdh80xRzWSSuUA27H0kadrvN7dc0fZphqurkFTlzCiFHgCKvYFle5BXMgYhH4KjKnDFN02n75mAxQS83H0/ogzmRd1DNktMovQ7b9ya3n02Bl0yDuWy8bghHP0YkOaXGrQ1OPn0/zcO3tKnHk2ao3tweQUWRrvh90taFHW81mdXGRJ7DL/ccwo6GZrO4S+qN7uF5E+EtJtQCKl6BrnDHFdXyb5pHX0WR/rLgwecP4vGFkx09E4+ciFD3x+kNLM8RxBMqfvSbv1li81SKKwgcB6/IoSz54G2wr6kDDz5/ENvqaqCqGgSeQ0XQg3aKv2GmvDpmlM4A6LYKa66bgAefP2hOp35i8TSIPIHAETbQO0sY14P0+7bA5nEWDNlUAj8V2NnKYOQgbgVaBI6gvMiaK1NeJFkKmDy+YBKOp+QH9Q+IlgImDz5/AHOrh8IPHrKi/9u4oMQVzcxxMqgs9XWbrjsoZzuSy0WO4JffnoQVz+4zHx5++e1JEDnD2oH+oExSTNNpyqUxjVTRgPrXrBfE+te6Dc3dprm6DeY8AodfL5qCz9qj5vEbUuqFR+i+qcYTGna93YTrppxPNa4XHYrIGMdA5Ahu/9qFOB6OA9DzCm//2oXm8nwi9XimG6pPGlqCO2eNQv+AhCMnoojGFXREZBw+FkaJT0T/gISOZCEIo7hLalz94Dld/aIOxq4eR40TgePM7V5Q5gdHug2gZ1dV4EffuAgdEf24lxdJEAiw+LLh9vUQXWWmxYqqadRtixyxqZD1r33kOH1V4DlHdU1RNdz+zD5qcYzWUAwcISCcHu8cR7KaEZCK23UmnZ6ogIz8wFD0YnHFVN/3NXVg5c79WH3NeCx+4i28frgNN04fhspiVojlbJJwmC2yIw+LejHoeAQOK68Yg+b2KAD9uWDlFWMszx6nAjtrGYwcxK1AS8BDL1ASSOacqdAQjVuVwYfnTYSaNF9wKjWfrW1AwiGJWDELuBAE01SvoFeA36NvQHIoIGMYkkcTKlW5/EVSuSTQHErlG8ocqIU7DIHD51AAxpjGynOAnNAsx29DbTX4lOutyBNcNXGILe/PNH53sG8IJu0bCKfPz0/dxvqFk01lMJ8oD0jmtOANr3xoDoJo+Xv1i6ZgxcxR1uI9SXNmJ1WQOMQrCOgK97cvxup/HW+bpvwf/zoeLZ0ybvq1Nf8uqtDj7efXjgdH9MIqdzyzz7Ltx1/+JxbUnG+J8QFFHkgCXYXkHGKy2Esc1TU5abjuVBzjydcOm4VoNt80BaPKgxlnBKTjdp1JhamAhQdN0TPya/c1dWBEeQB/XjmDqXk5Qtzhvhxn1gsFgyQAMcqzhyT2br3szGUwchA30/FwBlPxEr+eyG3M6wesCgmgTyF0sw3IZG3AE/pyI4n4ZETFmjTlcE1SOSzy6obktAIyhjIncATThpVgxIAAeI6gf0DCtGEl5vbd2h9XNDR8dMwsvU8IwcuNR/D1cYMAABE5gzVDQDc2pZmu33v1ONPY1K0ITmcG4/lir64MuhWByRdOxBSUByVz4KNqGu7/1pcwpNSHG//rTcs+NrdHzRuZ8dnyrQ2oXzTVUXF1mvJ679Xj6Ao3sRubL0seeyfDc1q8Bb0i6rY04P5vfQmr5lThwvIgPj3eZT4Mf72qAlWD+5n2HEdPdMEv8jj0xQk8s6QGqqaBS8beBWV+x5hzUtdSz0O/xKN+0VTIigqJ57DmhQOWQjRLnnobO5Ze2iOlrid2Cm1hGf/9TpPN7PfWyy9keXx5SGqO3ra6Grx+qBV3/+bvZn7t6t2NbJCXYwgcwX1zxmJm1SDLtUVgL1sKhs6o87NHsffU18vOYAYjB3EzHXdSOoxrvmN+kGbki2Uu7+tmKu5muu7UPiPJWNPoBWTuvVrffomPw5yLKy2q2fraapT4ssvJ80scqocPwILNVtN5w7pBddj+qjlVWbU/m++42Ve49VE+IScUgOiWG6nFA7bcMs22j36Jp+738bCM//p/h6lG5apGV3JF3iEOebq9g5Ni7ZXo8Vbk1QueiDyH1bv/hscWTELQw6M1FMOD3xqP80r8VnuO5DlCiz2fyPXIGF5OKPBJ9vNw3cLJ2PzaYbzY2GIrRBNX6LmwTgVaemKnQKBRlWyC/IvXcx2aore+thoPfms87v7N31EWkFgRlhykyEu/thR583A6CIOK27PdqcLOYgYjB3EzHXcz5OYdlDkj540jBEu/MsyWb2YocycyqFJBr7vpulv73JTLjgzbD3jdC9B0ZVDuSgPu5Y2zMTx37QMX9ZPn6H3A97bs1lmAEL39hiE6Rwg+Pd4FVbPaS0waWoKyoId6XCqKPFh5xVjsfPtTs9/iiopYXAVPCPVYb6urcYxDp5xM2udR2TneKkt9GFTiRf2iqQjFEiCE4Jkll0DTgMOtYbNqYepvnNblpJY7nQvRuD2OH3v5EOZWD0VHREb/gITtdTXd+aA8l/G8SqcndgpOVUnzUYk+l3HK0Vu+tQHbjHhntgo5SWfU+b5W7DvbrWOcDrJ59jgV2JnMYOQgrqbqANV6wEAUiD0vKkV580scrpt6vsWk+rqp55vKl1vOnpsy6LTcMC0v9Yn4yZwqyAnNNKr+yZwqU7l0275X5LCxthpLU95Mb0wxLOeS5e/bU4qf3Pa1C03zWUJANbg2xlnZGJs6KXeGMifyDn1gVBR1UJO8Uv69pZV4grCq4o6Zo7DmhQP4/uzRGDe4CLKi4elbL4GiavjDe5+jZmQZnnvrE5sat37hZKx/5UNcP3Uo3vy4A1d+aRDO6+dDW0jGsq0NWF9bTY8HxbkPaOWrRZ5QP88Ub+trqxGOJbDkKXulwmnDSvDotychoahIqBo2v3rYcV2EgKqWl/kkrLxyLJqPR5LHksPKK8eixCvgeJdMfcs7IChhxazRltjZUFuNAX4Rd185Fk0p67r7yrHmeUUjWzuFU6kmysgdotEETsoJtHTGLDNGUnP0lGS8s4FebpLNjBNGftNX11l2NjMYOYhbtUqf6GA9kBzsJBRQ88F2LL0UgF585FhnzGY6XuzRLwlu1SrdlDGn5Ub7Q3IcHV1x2/S7Yq+AEsHjun1CACmtBLUkcuZNjyMEEVmx7R8Ho1opRzW4NkpYZ2NsKnD0ip/GOhJq5j7IpCYh4BgaOYmsaFi4+a+YPqIMP76qCoQAX5yMWQd0tdXY/W4zJg8rsylEy5O+dRwB/uNfx+FkNIEDRzrN/nGyWHCy6OAJcczxc6rqSV0/RzAgKGLehr2W9q7cuR+PL5gEQgi+nTKlSp9CSm+rpoHa388tvZR6LvbzilAyvOU1po8any/b2oDfLJ+OVsq6+gck9Bd6l1fnpqYzchdj2mZqnAFWD0wjR29UGau4mav0lerDyB366jqbf6+QGYxzAEI0PDxvIipL9bkZRjVNY6wRi6t45cBR1C+aipd/8FXUL5qKVw4cRSzebWpOV0KSyx2sE+IpOW9PLJ6K+kVTsb2uBvWLpuKJxVNN5Y8Q4BfzL7a07xfzLzbbZxiDpi5PfQMZjinUKWHhmK5cegTd9D3194ZpNKAXWFnz/AHIyf0xCsBE5Oz2L6GoVINr4/gYZtZOxx8AeKIb26d+R7eHQFZ9kI1xe76gJVXOHQ3NOPBFJ+TkNN/yoAcbb6zGw/Mm4lhnDAtqhjlW3AT0lxwtnTJW7txvye2LxhVqPBlKHS3ObvnyCOxqaEJHJI7zir1YNWccOE7PkdvV0IT5m/Zi9e5G3DFzFHiO0PuSI5AT9H7qH/BQY5gnwLqFky3rWrdwsuMb27iiUmNVVlQkHGLIaV2yw7oisrOperZwHP2cZpU4cxtj2ubyrQ2O+bIsRy8/KKQ8bwYdj8BR7x/MeoHBKEA4EKp5qnG6Cw5l/w3TcTdTc6ebhpocaGiAzbphQ221WYrBI3Ao9lmtFYp9QsoFia6sGNU23QY6hNBN31MHkxmLo7jsn1MJa2P7PKEf/9R8upiDPcQj385sbG/0QTbG7flCalXHiiIPOKJPM043SN9QWw1V0+gVN1UNiqqZD6Spfn0nInE89cbHWSt1q+aMQ4lfsE0XfWDuBDz5+ke4c9ZorJpThWhcxeZXD+OOmRdm7Etae51iLJpQ8Yf3PrNVrbxp+nDHeHAa0BGHbXMOseP8MHjKXQtAt11QlL4x+2X0HYaiF4srtnPKgOXo5Q9O5z3H5nEWDGFZwdY3PrHcPza/ehi3z7wQA3qxXnZmMxg5iKqBap76XHIKYFzJXCBF5Oim5IZht+RiOh7JYD2AgD4QzGS6zjuYVBuql9tAx830XctQih+AY6EKIcVUnVrAxhgMOxx/YwomoA/mnMr+Z9MH2Ri35wtlAQkbb6zGI//3A5QFPZATKu6cNco25WjZ1gY8NG+iLW9uzXUT8MXJKAYEPeiSFcyuqkBA4rHllmlQVMAjEPzoGxfh/j++jxcbW8zfSAJHN0PnCdq7EvhhsjLopKElWDZjJDwCh59ePQ6qpkHTAJ/EY/FleoGc1lAMS7c0mPtkPkQR4L9ursbnHTGzn/oHRMfBvMARzBg70PIiZs11E+AROMd4cJq2w3MEjy+YhOMpuaXGttPXtfmmKfCJdCsFr8ChtTNGLcKiqhqOhWOIxhXwhMAn8SjxWYu0tIVlHO+SqcfaJ9GLvzDOLoaiV+QVUOoX9ZctDn6NbKCXH7jdUxj5j8ARdERkHD4WNp9NOiJyr18Cs7M7zxj2oz/06Psf339VH7WE0Ze4FQhxU8Z8EsGAIo/N8Nkn6ReMgJeYJtipqkvAm511gtv23UzRvSLd1NzIOXTbPsc5lCdOjpP6eQndOiK5f16Rbi3RnfOYeQom4G4/oWoafBJv6QNf0oNO/z3duF3M06ty/4BuF9IZjYPngGED/NRjOCAoIZZQ8ewSvYrksc4YfBKPn/1PI0ZVBHH7zJGOitztXxuFFTNH4fMTUTz4/EGsmTcBZSn+fqaxOa8XHTEGeukKo1FgpTUUw/raanPacfp3VjyzD+VFElbMHGXpp4fnTYRf4rB+YTWWP221ReA42Prd+C/tnFi3cBL1XPy//ziCK8YPsinsD8+bCFXV8ODzBy3VbcsCElRVs61rY201QrGExUjeMEMHYDNKX3PdBAws9mJYWSBlQKiCQLfNSN2v8iIPij29dPtlnHbSrRVmV1WY19uHXjiI1deMx7ABAXh4gv5soJc3SAL9vi4JbLBXKPgpdjvra6vh97BpnAxGweFmTeBmrtoZVdHZFcPogUGb4XOxTzf8fptiOl7qH4Rir3siuJsyJzioXqnKXXsogu11NWb7Pmw5if5+/cHRTblT1czL3awbovEMxVGQwboi5e1aPKHhnY/bbObZhnG7qgHr/vRPizq57k//NNsYiqr4/bvN1Ol+/fKsjHZbWMaBIyE8++YnWHnFWMiKCo9DUZUPW8NYuqUBlaU+bKurwbHOGH72P43Y19SBfU0dWHDJ+bjj2X222Lv/W1/C8bCMEeUBeEUe04aVwCPweOOfrZg+qhyKqoHnCIIeDuGYinAsgfpFUzGszI8bf201dl+5Uy9KsXRLg9nvx0MRbKurMdfz+qFW7GvqwMYbq22Fdn7w3HvYXleDj4+dtPzmcMtJlPgleAUOYwcVIaFoZmxIPMF93xwHv8QjGlfQEYmjvEiCqoF6Lg4qDUDRYPoWpm57W10NWkMxEEIwuMRn6Yd0Rb5LVsyqtcY6DKN1ADYT9pU792P1NeNR5BXNKp2Kphcbml9diWsmV0LVNPCEIJZQ0B6JM1P1HIJmrWB4O26rq8EXJ6Js2mae0iWr2PnWp1a7nrf0e0ZpnhX1YtDJaBvlP/X15vSZTggpAfArAOOhpxF9R9O0N85uqxiMvsfNVL3MJ1HNVct8+gDLK3IQRdFm+GwoVyJPMHlYmeX361JsAdwMwUWeYN3CyVQzawAIeulvp4JJ81evxKE06LO3L1kAxk25czMedVIejfLFbrYJbsqfsQ+0PjD2wU35Ex3yLo1jmE/ICQWD+nlw8/ThWPzEWygPenDfN6tsU44enjcR9//xAIBkfltcfzPdGooB0AeDJX6J2jeDSny4OUWdMgzMxw7uhxvS4uj8Ug+Oh4FVv/s7Hp43kbq+kuS51NweQZGXw7DyYtt6fvAvoxwLynAcqL95ufEILr6gP9qPhS37vvb6ifjP/z2A1lAMD8ydgF0NTVgxazSCHg6jzutniaMH5k5AsVfIWIb7gbnd06JT+yHduH17XQ11HYaNC/XY+EWLEbumaZg+ogxfHVthi/cSHysOkSvQzNINa4UXG1vw46uq4BF5NtDLUzgOuHyMdYp46n2Rkf+4Pfuc8npPT/P6jEcAPK9p2lgAEwG8f5bbw2CcEZxM1dsjum+cUV0tXZlqi8gAnJWrqFmtk57zF1e6C5TMrqrAxhursb2uBhtvrMbsqgozETyudKtaf145A88sqcE7H7eZvw9F6dsPRfXtO9kORJPVNFWVriyqyVmUTsqjUcjSUB5TMfKgjP2jLifdymOm45fNPsQTGjrCUWyv04/R9roadISjiCe0rPogn5AEHgGPaPbJshkjcfsz+8xpi9vrarD6mvFQNQ37mjoA6MfbJ/LYnVQ3jaqyhp1CKpWlPnza1mU71p1Ru9H38q0NCMVUU40zilIYTBpagvpFUzGw2Iutt0zD7KoKdDrE6zWTK22/N9qjqnQrhZlVg9AejtuqYt614z0smzHSjNWVV4zFL/d8gFBMNVXq7XU1WDWnCk++/hG8Im9agKRvm+f0Akhc2hOAUSgnlS5Zoa5DEnjT4iV9WZFXtBixSwKPuq+OpB7rWEIF4+yTruhNGlpixtqyGSPNmRfMWiF/SZ3RknqtUNkpWDC4PfucKjl7xhNCigFcDmARAGiaJgOQz2abGIwzhZupulvOnJuy5fZ7N1XK76BqGdYMbsqZ2/bdjEXdchpFwUF5FLpzEtcvnIxjIbk79yEoWUzVaab1qabqbvtQ5KWrl0VJdVNR6dvIR5PqsoCEpvbuwZihhjW3RyxFT3Yu0wvcGG8rRZ7Y3lQ/sXgq1i+cbDOj/+nv/mHZpnGsnfrA+Dy1KEV50GPzpzRy9mjr0TQNuxqa7PmlC6sdY1TTNMcS9xVFuhVFiU+EV+Tx/dmjwUuU9qwAACAASURBVHG6TYQxXdNQQAWewCPS45gjwF1fH4OygHWqdKlPxBOLp6LpeMSM6xHlfvxi/sX43vZ3LbMEDNN2msm8T+Qs6y4LSOiSExnPScbZIRpNIBRP4MjJGFXR29fUwawVCgS3GS2M/EdR9VkUSy4fYanG2Vt7jVw+60cAaAVQTwiZCKABwHc1TQuf3WYxGH2P6GQinazU6FTBT0zJmXOq8JdpuZFTF09krvbZlcEQvDTQrZzZtk+y276bsaib6Xk8oeGxlw9ZBlKPvXzIzJeTklU5UwtfrF842fxc4umm9cbybPbBSS3aXleDYp9ejZO2jXysxslxxGIm7lTivZ9PxM5ll6KfT8SaFw7gp1ePs73FXFT/FtZefzFWzalCRZEHQY+AoFcwp3qmri9THxif72vqMItSXFgRNE3Qje0ZfeK0npVXjMXOtz+15lC8rOdQOP1GA90yodQvYUUyH9F8AcFx1Ly8HXU1GeOYFichOY6IrNjiuiwg4qnvTMPxsGzm9X33X0ajvMhDzX39j2u/ZKnGmd6/lv3l8y9eCwVj2qZP5G3XmlSzdJajVxgwU/XCJyDxqL30Alt6R0DsXdXjXD7zBQCTAazQNO2vhJBHAPwIwKrULxFC6gDUAcD5559/xhvJYPSEbONVcCixbBZA4ekl2Q2fPcMA2Wnet1vOnWvOm4sqRQjw2IJJaE9pX2lANJUzr8hRt2/kxHkEDvWLpqA5xZagMsWWgFY9MfUNp6JqttwlAPjJVVUAdI+89KIby1MGswkHU/bUm6pH4KgKlNHGbNTX+tesD9r1r+Web1m2MVueVA+Wb23Ahlc+tMXvA3MnYM0LB3Dz9OF47VALVs0ZB0XVzCISxvROQ6FNVQSvr660qWvrFk5G0MPh6VsvQWtnDG1hGbsamnDnrNHwCJxFzWoNxTCgyINjoZijIvzMkksgJzRwRC+uIwm61+KRE1Fs/MvHwF8+BgCLjQMthj0Ch8oSL/X8be2MWWLKeIHiFCcaYMaxsd1bvjwCGoBXDx5F0cRKS3GUcEyhxvW2uhozt9Cg8Ugn/ueOy3DX18dYqnFuvmkKBgTsBVf8Et0qxFDzc4lz5bkgqiZQ6hehqBrqF03F5lcPY0dDMwBmlp5PZBuvqkZXfdReqj6M3CGasKcmpL5oP1Vy+exvBtCsadpfk//eCX2wZ0HTtE0ANgHAlClTWMQzcpps4zXiUKb9sQWTgIA+UKCVZO8ejNGrVf40OZBQVFCNnxddNgKAuzLopkoJhCCesLZv7fUTISRHe07GoXfMuhBl0G9q0TRbgvVJQ25AfxjPtH+O5rNc5sGs2zTYRMqUtbiiQhQInlg8zRwgJFQF8aQ9g5vyx+XJlJxsYlZVNfzzWNjMv5MEDp93RHD/t76Efn4J/XwieALce/U4iAJBsU80Fbb0KWeVpT50yYpl/a8fbsPCmvMt8fL8347gaxcNtBQxWrdwMp56/WN0RGT88IoxlhLlZQERB78IUfvEL/L4PG0a3PraagQ9PM4r9pq/SbVxePrWSxzNb1VNo56/P/rGWMt+GTHlFKuGqTrNoH59bTV4ztodTlNLVYfPI7KCMQOL8NvbLqN68KUSi6s4GUlYzslfzL8Y/by5Z71wLjwXRKMJNLXHbC9AAGBHQzMqS5lZer6Qbbz6HVQfP/O6LBiyefY4FXL2CqBp2heEkCZCyBhN0w4CmAWg8Wy3i8E4E0gCTzV5NoomaA4l2VNN1b87axRaOvU0V4nn8N1Zo8xpnhwB/qXqPMtNY+31E82BhtdBtfAK3flmNOVrR4oydtcOa/vu2vGeuZwndONQPqUATCZrBJEjVINnY//czGfdBmJu02QBfXB365MNtu8YbfRLHJ5ecgniKWqRKBBTCVELaEpOW1jG2pcOYm71UBwPyxhQ5EH9ax+htVPGshkj0RVLoCzowYPPv497vnFRxiln6xdOhqp1D4AqS3WvuEf2fGBRausXTbUVMbrt6Xewao6u3j70wkGL7cWTr32EeVPPt8XF2usnIppwnnKrQsPG2slo6ZQtNg58BvPbD46Gqedv+iDWiDlarEoCBw7AuoWT0RaSbbFilOP+JBqGyHMQeH36aP2iqXh0zyFLIRxdKZ8Kv8SbKnxrKAZJ4MFxJCvrhISqmUqp0YbvbX83L+M13zGKsaTH7G1Pv4P6RVPx+uE2pugVINF436g+jNxB4AiWfmWY1V7j7U8L3lR9BYCnCSESgMMAFp/l9jAYZ4SygITNN02xTa8yiia4FSiRBAINxGbYbZivKpoGUeAsyococGYScDhOV95WJJU3t7dPcYflcdXF2iDLAi9upvGS6GA+KyatITx0U/dg0rg04OUcTOe7p6y5tVHigZORhG0bA/z6gN2xCE0eTslRVdWmUv560RSc6Iqbg35DweMJoe732POKsGpOFba88Qnumj0aW26ZBkXVcCwkY3CJBytmjUbjkU5zXU6m7SU+EX6Jp6qmPNEHP6nrLglIGePZJ3I4odltHHwiocZwkZfDo3sO2aYZb6ythiRylkGsYR8R9AiWWC32idBUDeGEiq1vfILbZ15oad+koSW4efpwS/GfVKP41P9/bMEkHAvJlmuBYZyeXuAlE25FkxhnBiNPL+BQBEgSOGyvq2EDvQKkr1QfRu7g93CYc3Gl5UX86TBVP6OT7QkhPbJ91DTtXU3TpmiaNkHTtH/VNK29r9rGYOQSHEfM6VWv3fM1/Pa2yzBmYJE5vcqpJLtRoKRLVqnWDV1JWwBNA+54Zh8WP/EW5m/ai8VPvIU7ntkHY5zBE4KvjOoPn8SD5wh8Eo+vjOpvrt8ooJK+/fQCMOnLU03VM9kWuFkjpJrGn9fPi9EDg+jsiqEzae3QFVNxpD1sWX6kPYyumL48FFNtJf93v9uMkLE82m06b1hLvP3RMdM6Ips2Ohm7d0TUzMeQ5Ng8zixQKCrl8XDcpu7es2u/o7WCnFCxdEsDXj/chnBMQcvJGFo7Y0goKk5GFfTzCRYbCzU5/TF9PR2ROLwiT1VNEypw57Pv4oOjIXR0xTG01Iedb32aMV7jika1cYjE6epzZ1RFayiGh16w2k4MCErY+dantpg7EVHNSqNGrA4p8SCaUCFwBK8fboOcUC3tWzZjpG3/Vu7cb1o7rNy5H//n+olYNacK0bhqM1VfuXM/fKKu6qmqhtbOGD5r70JrZwyqw4OjkCzQYjtGrEDLGSNV0VMc4l/gCIaU+tlArwBxu68y8p+uGP25wXh2OVXOyFWaEDKdENKIpE8eIWQiIWTdmdg2g5GvGNOrhpT6UV7kseTRGAVKjAu/oVwY4wS3N4BuymDQ020y/dU1r+CGTXsxrLzYVL68kq6MpW5/fW01fEllrsRHX17iy065c9s/kScQBAHzk+2bv2kvBEEwC8yIAkFJwGtZXhLwmtYLqea0Mx/+MxY/8RYuHzPQUsDGMJ3/6ppXsGDzXkweVmYxPOcc2misw60PnPYxH+/bWlp/ThpagvIiD3X/CdGnJqbu97qFk7H51cNmnDz4/Pum+fqPfvM3fG/bu/isPWLpTxXAxhutMbbmugnY8MqH6JLp1iVdsoJ9TR1YvbsRHoHDz37/D1w+ZqBZsCi9TSJPqDYOlaU+R6UrkTQ8N6Zx/uC59yAlVfONf/kYX1/7KmY+/Gd8fe2r2PiXj5FQNbSGYvCKHL637V3M37QXTe0x/PXDYzgZiWF9bTV2vv2ppX1lAbrxfKpRfEtnDKt3N2JgMb0f4ooKVdVw8Ggnrl33Gi574E+4dt1rOHi0kzrgMwrwpJ/T5T1QBxmnjqHoGbMmNr962BazxtRNRmFiWArZrlNCHt40GFTyPWdvLYArAPwPAGia9h4h5PIztG0Go+DQHAqUGJUc3YuDZLYuCMVU/HLPB9Zy88kcoX5+3VDcaTkCuqrVkFTGNE0DIQQvNx5Bf/8gBLzdpu1zq4eav9/V0GSqWm77F1c0iJyG7XU1SKgaBI7gZCRmGpK7WUc4GZcay50Mz1NzI1RNr4iYXuRmWNnwrPpAc/l9PmGYeRv7umzGSHza1mXb/9lVFdA0oMgrYFtdDRRVA0cIYgkFt828EHfMGoWn3/gIc6uHYnRF0MyPWzWnypYjurj+Lexadqk5/dEojPPjqy7CgKBEL8Qi8dheV4MuWUFCVfX484uIKxq1YNFN04dD4AjumzMWM6sGQdU0eAQOzyy5BJpGz48TkobntNilxbzA6UV+Nv25uyLp8q0N2FZXg4is4J9HOnDj9OHwiZwl3mn71xGJm8d5cInuWShwHGZXVVjyHQ1Fri0sm1PFjeO65Km38dvbLrPl8XVEE/i49aTZbzxHsO+TNpxX7EV5L8uCMzKTaphe6hdRWeozq24aMesRODZ1s8CJJ5yvU4zCwO254ZTX29uGZYumaU3EOj1Jcfoug8HIjFfKnPPmd8hJM+Z9O1kXGKeok3mrsdzN2iCharhv9wHct/uAZfnXLjoPgK6cZTJtd8zpS1oz9PNxON7F2QzL+/mysz1wUjY1LTvl0zjGmebWG+qnUx/189F/b+xDPpGeY1oWkPDzP7xvibHZVRVYMWs0fvb7f9hia31tNcokDqqm4fIxA3HPrv2W/DjDpD2V5vYIYgkVZUGJGkfp8b3mugm4e+d+tIZieHjeRBBCsKuhCTdPH47yoISrJg6xVbkTeQKvSFA9fAAWbN5LNWVPzY8z+jc9tg1VmxbTbaEobnvmXTwwdwIOtYSwr6nDzIXziRz6B33497RjNruqwhZbRjtmV1XgjpmjLNVO19dWA9BtHFIVuRYHKwo5Yb89E2i4YECRaeFgHCO9LAyjrzAUPaOvl35lmNn3OxqazWIsg4u8bKBX4IgCoV+nmLJXMBizotLvEyW9fC44U1eGJkLIdABastjKnUhO6WQwGHRkOYHWsGy+yS8PSJAk/ZSNyioCIixv+mPxuJ7zFtDnfTspa6V+d1XJzbzVzfRc4OjKnWna7qKcReMO7R83CABwwiEfbntdDYLeU1c2jRdSnIPyyKW8sHKaW7+9rgalWaifJyLOy4PeXgbPGSY1x1ROKCCEWPLWSnwiyoIeLKp/E6vmVNliyzhuBN1xKSUrSD6655CjSTvPEUfT8VR1La6oEDgOa+dfjC9ORnFePy9aO2P48VVVONwahpxB2UutDJuuMJYHPYjGVfzihoshcARHT3QhIou2Nhn9Suvvn149zjy/Vs2pwtItDZhdVWGasz/5+kdYecVYnIjETU9C4yXLM0tqcKQjYu7fIzdcjISq4aakIpp6fOsXTcUtXx5hbvfn106wKbLGcTWq/qYi95H/EyMzJ2JxHOvUX1AYlVQBmAqrwBGm6J0jxBOa4/WOURh0RFS0hyKWZ7sPW06iwy8i0IvngjN1dVgG4BEAQ6D7570I4PYztG0GI++Q5QQOtoZtb3fGlAcgSQKKfRy+iHP44Gio23S8vw/Fvm7lbtR5/bAgzcvMNDWX6KqS17QFyKxscQ7KoDHToMTH4e4rx6LpuL4Oidf/bebsuVSi5Djg4gv648OW7v27+IL+lnw4mrmsodyJPMHTt05DXEG37QEPM+fOzfRd5AlWzBxlM0xPzdlzNJbXur36WpPWFwatnbJZvZAjwC1fHmFaaFSW6l6J+ZizB8BSwl9VNWysrcbSrQ1YuqUBlaU+PPmdaWZeGa3vI3EFxV7B9uZ6zXUT8Nt3PsPjCybheEp/Vfb3IejhLANyw5z9Z98ch+/PHg2B483+V1QFv3/3M3ztooFY+Ku/ojzowb9fMw7PvvkJ6i4fiZumD096JaoghGDhpcPgFTmEYorZz6MqgmbbUz33jLZuqK2GyBGq6v2zb47L2N/N7REM7ufFtroaDCz24P9n783joyjz/PF3nd2d7s5BSLiCcshh0MQkgAFH5RivMY6/HQ4VohKUw3PWUdTdHRx3mf2uiIzjgVw7E0RAQZhdd3A81gMvYNSAMmPkGK4liiSEJKST7q7z90f1U6nqqurKgMZ0rPfrxetFurqeeuqpT1XX87w/n/d7/4kICnL8uHX8YNN4EE/CN2vr8fA15+OGVTv1Y7y/YAJaoqLt+J5qE0zf/dV1MvplBVKq/hIoioq4rHwntSQe7BGLSTgVFRBPpCc/9tpeNETi+vW/YlQMPo7BsNygN9H7gUByyajxkP7wczT65wRN73YDewX1rKYzRZc8IVRVPQlgZlccy4OHnoCGNquHEmE/BvAs2uMqTrbGLXLqmT4WYb87MxcTnFkpBAGGph2YlA6PuFQ1dW0i0GDXv4C2OsUx9u1zifZp2Juy0yDWCfbmsiGfxkiwDIXTrbKNLL72yGMcTN9JzaBkUGDUx2f9Lt0nEEhhLJ9QJ/S7GM87eSVu6gFMCU1T6Jft1+vpmqMijjdH9boyu2sf4BhbxnfB5j14ef44NCbZBzw3sxQNEWDR1lrTROj57YfBMzREScXt6z82Xf+powdi2sodOkv3zDsHcOv4wVj1/kHb1NJMP2O6jgsrCvW+2ylizk/cQ3bn53a9ryzMB0VReMAwGVx328W29zHxJDROswpyAuBYGlkBLmU9H/mbLDp0xlS9sU3AkZPWGkztnk3T1YlujOTUTeMk/6Ete7Do+gs8w/QfIJz8Xz01zp4DWXF4d/JzZ9VuV6lxPm3zbxFFUdd3xfE9eEg3dMbHzs7UnPjYyYqKeycOxYcPTcR7Cybgw4cm4t6JQ3XWibBSK28uw8a55Vh5cxnyQj79BZChgCVTzUqRS6ZqPmWANtG5Z9IwLNpaixtW7cSirbW4Z9IwfSIjSIpt/wRJW6WmHdonv1mSomL1B4d06fqFFYVY/UEHc+dkLhsTtfajhhRKsv8zb+9HNGHtIKv2pu9kfJx8Ao0shuRwDch3VMB2O2mhM8dIZ2QHePTN9OP+lz/HvBdqsHbHETw3sxRbao45qpA6xr2s2hqoHzsVtUyEfllRqJmkJ0/W19VAMLBT2QEOU8oG4qEtezClbKC+eGGMl7a4AlntuI5GNU4nhpKocZpUEmeWprzeVxbmY2HFKMREGQsrClEyMBt1TVGcdKipyw3yeG5mKWIJk/aO+5PCY699aT1+ZRm21BzT/142oxTrdx5BY5uZeTbCaMkgSDJe+8txS7uad2f61Zh2ZxjFWIyx8NCWDmuNQb2D3kTvBwiWobFsRgmqZ43BxrnlqJ41BstmlHj2Jz0Igqyg+iPzb1H1R4chyGdnvdBVTwo/gJEAXk78PQXAFwBuoyhqoqqq/9hF/fDgIS3gtIJHVtGd0iCJZHpmgMH5A7JNYgqEqQC0VAE71omkCsQkBY+/vs/E3D3++j48deNFAKA/eIxG0AB0RUQ3A2an9n+baN9JIMY4GUw1UXITmHHan/SPZx2YR8OLrVsbcck+7Y1MeJ3qHpNZlXSGj6PxxLRi5IV94Bkap6MiHr7mfERFGdWzxiASl1DfGsfz2w/jX64tdKyldEorzuAZy2eSrILl7I3bjWPeHBV1C4NzewXs440GvmrqmFDuPtas1yEOyAnYxwhDmWoV2wUZMVFBTobz9U4WVCEsTkyUbffpl+XHU28dwNzLh2Dj3HLT/flmbT0aWgXTvdU/y4eHrzkfcy8bisY2Acve1RhNCpr1QnIa57C8EA40REyfk3Ra43mJsow2QUbvsw8VD0jN6O0+1ozsBGvrZ2lvovcDhKQoiInmjJSl04ohK2c3EfDQfUC7vPucKbrqaXEegEmqqkoAQFHUcmh1e1cA+EsX9cGDh7QBS1NYMrXIMhkj6Rpuk5E2g2l4suBEdoaWpkhWj8gLYfVHh/GowbohL2yu28kL87oAi6rCxJyQ45M0UbfJKktTug+ZcbvRliBVGqqbAIyrwIyL9QQN2I6/cf3UKRWVrLI6icSQMeQZGisrS1HfKugT5vwwD76HrNI2tgm6UMjKm8uwaGst8kI+3H/lcAzICUBWtDHqlcHjlxWFaGoTkZPBYU3VGMyqNteoKapqO5ZkkcH4WX1rHANzArbxwRnuq7drT+CuSeehICeADB+H29fW2MZLY5tgOjbx6ds8fxyem1lqUt0k7BqJbZJump3BgWMorKkaDYDW6wgBBRxNWVhqkqrpYxnbOJQUFdsPNWJyYR/9HiKx98yNRSg9N1cv7s8P81BV4Ghjuz45bmgV9POzs17YNG+c5fMFm/fg97NGw8+xUFSt7d1HG5EfTjM1oW6MUzHRkl5vTNttF2QsryxDzlmmdHlIT6gq8LsPD5l+t3/34SFPoKUHwe3d5UzRVZO9AQCCAFoSfwcB9FdVVaYoKt5FffDgIW0QdWHW/ByFlTeXYd4LHSvAK28ug59LmIozDhLNJA/Thfni2NTWCE6m6ETAxcfTWFFZpqfekZQvX0IAhphYW9pnOtd+loOMPbEtcBOYcTu+G/MIAD6Wsj9HtsPY3e4YvL4dUEGZVmlXVJaB6yEL9oLUYWyeHeCQF/JZBE2enVECQMWM1X82jYGW0kuhOSriiTf24d+uH2URBFo6rRi5Bj89IzvNsZSDNQmF3mEfnpx+EfwcDZ6lsGxGKWTFnoWVFRX7j5+2tTm4Y90u5IV5rJ09Fi1REfWtcT1G1t9+MRpa42hsE/DsOwdw24+GYGTfIOojKu5YZ64jzAvZs5C5QR69Qz7ct/EzSxw+PrUIyyvL8Mzb+wF0pFT28nMYlJdptiSZWQpZhSnOCFvknDZrHY/xQ3IRl1TMXmPOFvBMvL8dxGIS4oZ7hoDEworKMvTJ9CHMsR6r9wMFTTuwPj1jfdADOmf7dCboqifG4wA+oyhqGwAKwGUA/h9FUUEAb3VRHzx4SBs4MV+EFWqPK/jkkNWa4IpRmrWCm7WB2+qRmym5GzMWExQctjFgzsnIBYJIaWLdmfbdrBfcTOPdjs/SFK4v7ovz+2VCUVX0yw7g+uK+pkL4mKjgUxt7iCsS9hBuMtntcQVPJ0nxP52Q6M/J+PtjpjtAUVQ0tgm6/QJh13JDPJZMK8bjr39pumZNbaI+CSGfzV9Xg0XXX4CqNZ/o7Z6MCNh5sMFyvWb/aIhJBIb43W2cW24bH5vmliODp5HB+RGXFMgK8Kc9X+GW8YMdWdirL+yHJW/sxcKKQgzNC+LYqSgef11Lq5teVgBFBXoFeeSGfHqMkMkWQe3xVsc+kdqbZHP2flkaY2b3HMjgGbRG4/hlxSj8cyL99Z3a48jJ4KzHWL8Li66/wHKvL7r+gpTsdPLncy8filnVVkuHjXPLMcCbfJwVSJ0e6yCM5YmxeAAARUktjOYh/eH27nKm6Co1zt9RFPUagJsB7IWWwlmnqmobgAVd0QcPHtIJAQdD7gDfYRpuZ1o+KWFa7lYzd7bb3UzZOYayNWAmzJmb9YObtYNbvZxT/8j+NAVcNqKPRdKerJCG/LRupG3sX8jfsYTKsRRKB+WavmNiP11kst3qEtMNimKu/5p36SALu7Z4ShEaWgV9UpPBM7bX8dzcDBNjNzQ/iN5hn+l6/X7WaLSLsmlSSJCqprM5KloMzzN89vdbho+GKHdcx41zy/XjTS8rQOW4c/UJkB4jPtrx2E6fL3zlrxZz9nCARiSmOMYxx3GW2HO6b7MzOMtnQ/OCyA/5bK0X7D7nGHsGsqcICn1fMNbp5YV8lrTdFQn21JvoefCYvZ4Pt6yjM0WXPD0oirodwM8BFAD4DEA5gB0AJnXF8T14SDfICoUjNsxY38x8AO71YG6m52e7XXWxXnA1TRcU2/PrlWD+3Kwd3M7frX+KC7MZiTkzh1maGKE7+9mJPn4XufnfFxrbBFOdV+mgXMf6I8JUtQv2AiRfN0dNQiAsRVkMyVvaJUTikj0zlUL8JvmakevqZHDPMWZRF/L/OZcN0SefyW39PX1iaW0StWDzHrw0txyKCrxTexy9MjSG2CmOk8eWxJ7dMcJJNV4kDlmWxrC8EDbNGwdJVsAyNPJDPrAsbbJkoCgKqkPdpCf7fnZojHbY7NQ1aazxousvwODeQRw+2Yb8kDfR86BBUXrWb4YHK0Q5dUbQmaKr1gN+DmAMgKOqqk4EUAKgoYuO7cFD2iEnwOH8/tk4cCKCb1piOHAigvP7ZyMnoL20ZfA0Ns0vxwcPTsS2BRPwwYMTsWm+lqIGdDBjBTlWeXtAY9aWV5aZthuZNT+n1dwZt6+oLNPVOjN4rWbOZL0webh+fDe1TI7tYP4uX7INN67aiXN7h3VWjGMpPHDVCF2shGdoPHDVCH07TQNLpxWb+rd0WrG+wul36F9nTePdTN87c45uY+jGnqYbhKR6IydrAmLYXZATQE6Qw8qkMVo8pQi7jzZhSO8g8sI+FOQEdBbUeD39HO1oB+DnaCyfWWqO75mloCk4jvmbtfWY90INbli1E/NeqMGbtfWQFRUqOqwUVmw7qFuGMLQz0/Vc0rEXTylCdsD+niNsfV1TFF81RTFj9U6UDcoFTWtxfs+kYab74J5Jw0DTWg1d8rHJqrDxGMR/Mrk/FAWIoox99a2YvnIHLluyDdNX7sCBhggURQVNU8gL+zAgJwMMpd2Tdv0P+z1a4UwQi0n4uqnd8hzZfawZVWs+gaKq6B32IdPnibF40NCZ3yUP6Q1Ftf8tSpeavZiqqjGKokBRlE9V1b0URY3oomN78JB2OB0XbY01ewV59GJ9UAE0RkRL2tmAbB8Ad2YsJjirdSKoqXXKimKyVpAVBZJMJkNA2M9gTdVYXVmQZbTPAWfmjbAAbqyYqgAt7aLF9DwrwVAwoODnaFP//BwNBh01g05MDYIpTN0TL9WOrJwhb97tHCVZBQXV1EcKqj6GbvunG3iWMZ2Pk3l6VoDT7QKee/dv+NfrL8ALt41FY0RAVoDDRwfqcfnIfFPK5ktzyy0r2qQWLdnmICrIkGQVimoee0VVoar4u1k3QVZM95KiqnhiWjF8Doq4LE3h1c+/stx7g64bn6nh8gAAIABJREFU5XzPocP4nJzbxrnlum+l8T5YPrMUHE2jcty5AIBNNXX6/qlWhZP7s7BiFE4k6gGN4zpn7af4rzsvQV7Yp5+XogJ7v2q1rZu8ZfxgZAa+vTj6IcCYulk9a4xtHPlYGv3Dfo/V86DD8Tl1lvVcHroPnPQKmHSo2QNQR1FUNoD/BvC/FEU1Afi6i47twUPaISrItobcG+eWA0HNNNwpzRBBbRX+watH4tgpbTvP0Hjw6pE6MyYpKlZ+cAQrPzhiOu7M8kEANMPvuzbstjxwXkpMxuKSgv/36pcWaXsymeQYCstnlur2DPpLKtNRz5aK1RINpuqk/dUfHMIjifYlh/5tSvRPcqiX+xdSLwdg2YwSnGoT9clAryAH8jh1q0nszDmKiopPDjdiUmE/KKqqi2j8OCHgwjjYazBpOtnLDWrKlETiPyvAWhRjl1eWYckbe/Fmbb3OOp2KCJiXiOWSgdl4ZkaJXusJaHHRGBFs42VQ76DJ5kAzCz+Ke388DMve/RumlA1EBhj4ORpRUYGsqlh/+8X491dr9T4sn1kKmqbw5PRi3Lfpc9PiAk1T8NEMqi4ZjAWb9yAv5MO9k4fhnNwM+FjatrbCz9K48eJzICsUaArITdhNON1zM8oHYd6lg1A5bjAkWcH/3ncZVr9/SGOI7czhExPBO9fvwpqqsdhUU6cz26nqRLfUHNPEcoI8/uXaQvg4Cm1xe/VHQTJbWoiKggyeSfnM8NB5tMRFnGyNY+m0YrQLkvU54tXpebBBqueUh54B2uG94GyvcVcJtPxD4r+PUhT1LoAsAK93xbE9eEhHOFkPJEgh9zRJmrKYr66oLENusMPnLlU9WWcEWlJZN9AUhXCAtTB/RFGKZRxWKBMTJcahfVKjLLqcvxtrJquqvTltIlXCreYP0M6JpszG8h3+aUCAsxd5CbgY1xvtHdINcck8pstmlOCxn10IP8cgL+yDj6Xw4NXn45+uOR8sQ4NlNBaWXKfdx5ptY7s1Zs8S+lkaa2ePxak2QTcLr7pksMmYNi/kw4NXj8ADL39uuhcWVhRClFXQtJY6w7FmpphjaSiqiq+bY3j89X1YMrUIIR+rv5Rvnj8Omz45ZmK6Vr9/CHdNOg+RuGJm3WeWIuRzjsmKiwpMpurPzSxFkGfQJthPxsgYcQyFjXPLdWabdqpVpCjcO3m4ySZk+cxSk3WF8fvEr5OAoSjH+kq2h/hCdhViMQkNEcF0n/znrWV4fvZYsDQFUVaRk+HZK3iwwuk5pXppnD0Ggovt1pmiy58mqqq+19XH9OAh3eDnGFtTaFLv5TaZaRcU/cUO6JC03zi3HDlB6DVNyawUad/NFN1tMhSXFFT+58eW/XVTdMrBND4xGXQTUHEyVSeTVR9Lo7pqDOpORfUfxYJeAT0tTlWB+xMv/6T9+1/+XG8/6LP38Qv6Ol5sFUXFU28f0NkjQVbw1NsHdGP6mJiCfU2MsZ2sPpemq7TJAi11TVHctWE3qmeNwak2AYca2jCyXwgHGyKma7bgqpGmWJMVTQgkL+TD/AlDkR3g0C/br8eLkV1TVRWPvfalickiNgckfhZWFFpY8vnrarBhzsXgEy9KqgrcbcMUE1P1vLDmedcSFbFkahFkRUV2BodrLuyHBzfvMVkm/PzHw6wpxO8cwONTL7RX/ORp3LDKXmwl1aLMlYX5oBL3iyArWPbu3/Dr6y+wXflnGMryPLhj/S48Ma3Y1hjemEqsKBorfV5+0PLdFZVlyA91pHt6SA1isZDBM6ieNQar3z+ETTV1uP15zW4EAHqHfShgPaN6D1akek556BlgaApjB2VjSO8gGJpCryCPsYOyzzrjx1s68uChGyLHz9lONnISNWvhgL1UfDjQOYEUmgICPGNaIQzwjC5wkuXQPjEtd5OAdju+k2k8YbXcrBWIAIvVNFvrAEUBcRtmk0r417mZtguSiqwkZpJnKQhSxwoq5TAGVCfHIOBgPE8EO9INyQItgHa+LVERN6zaiSsL83XRHON4Aapp4WHTx0dRXTUGJ1vj+iRt8/xxtuwaacNo50DihPTFSShGVlT8+k+1uNXGY498R1JUvF17AndPGoaqNZ/oLOHDf/iLaXJELBOICJJdXLQLCr78qtmkQLv9QAMy/b0dj93SHre9D1ujcdwzebiJNV48pQgcSyE7yJvu6+wgD8ZBmIaCltKcfB8+O6NEU8VNstO4sjAf62+/GIC24EKUOz24w1inZ2RwAa3uclDvIII8g0zeY/U82KOniXp5sCLDwZYq4yzfC7wnigcP3RANbYItK7Rp3jj0zw6gNeossJLpd2a+jMzfrOpPTD8cZIUwJwNojjoLnAT97uaubswj67B6ZdyeirmLudQsxsQUpu7Q0tLs2jearq/fcQRTR58DJGTn1+84qotpAO4y2J1hXx1N1YNnHUJdDs5BsKSxTQAATCkbaGvFsGFOOQRJ1CcoDE0hxLOo2qxNrhZWFCI3yOvsWrLdQbKdA2G+SF+chGKOnGzHlLKBeH77YfyyYhRevfdH4BkakbiE+tY4ttQcgyirmFzYRxc9GZ4fwn+89qXpmlV/dBi/mV6M/fUR/R4g6aNG4RiGonCwIYKSc3uBoSkIkoKDDRFcMizPtn8URaFXyI+3vjiODXPKoapaHCuqCobSjNuTjyFIKjZ/8n8oHZSrs81LXt+LR68bhepZY3Tz+RXbDqIhEke7IKNdkC3sMs8yAKxsbXaAhyirZ+359ENERJQQ4BisnT1WT/m9c/0uVM8ag+2HGuFnaeRneoyeB2cwNIVHK0Za6sDTtc7bgxXtKd5tzua9wJvsefDQDSHKiv1qf0LuknIwBSc1cyGHNMSQLzXzR1YIXQVOXAzBMxxM4cnqVNhvv3pFmMlwwL7/nWUuM3gag/IyTabuxuNzDIW7Jw2zGpcarB+uLR5g6p9xO+C+yurn7MdAt15QHcQ0KgqRblAUFZGYZEnNXTylCE+8sQ+AM8NWfzoGP8cgP9OHp97aj1vHD8ZXzVHkhXx44KoReGjLHowfkou7Jw1DS0KtMrkNo53DikSck7EndgnJRtUL//uv+LfrR+HW8YPx661fWOJ5eWUZckMs4lJA37Z8Zqlt3EfiEhZtrcXiKUVojoqmvpPvrby5DFPHnIOqanPMO7Ho79Qex+Uj++DRrXvxyuffmNrbPH+c7TGWzyzDlNEDMXvNp6b+KYBF2TfTzyLAs/q4kW2rbxmtj6eRrXUykR+ZHwLHMd9leKU9YjEJx0/HbVk9hqZMWRsePDghM2BfB54Z8Nj1ngK3d5szhTfZ8+ChG8LJGoCIIbjVzBkFIoAkU/AMd+bMjRl0MwRvFxTUHD6pMxJUYgWy16h+yAkCrSlMyzP9QGs09fbOsGapVsfcTN/drCEAd9P0mOg8BsB3J7H8faCxTcAtv/8YeSEfqmeNQUtURG6Ix3/86Us9vdKJYYuJMlpjEobkBfGr60Zh7fbDmDr6HNw7eZgeY5ML++DO9buwsKLQto1+WX68t2CCznxF4mZmmtgl9Mvy41BDG8J+Fg2ROPwcgzsS7VqsHRLxkh3gdEVR8n27uN84txy1X7cgEpfwzz85H5G4hKXTinUmbd4LWl2W3THsWPrSQbk4crIdBTkBzJ8w1NS/xjbBND56e+utx3hoyx6sqRpr+mzB5j3YNG8c/BwNRVGxMcGAE1N1ovxmtNOYc9kQLHljry3bPyAn4zuLrXQHqdNLfh4RNVXPYsFDZ3E6xe9i2COFewS+K0sm7+nSwzHo4Vf/7n2OPHbtd9ATD38P8kM+23ouIobgVjPnrObZYWqeitnKcmDWSM2emyk5RQHn9882rUAunVasM49uq1eSoppS1MgLM2HNQn4a6+dcDFFS9Zo6jqUQ8tMp9yftfxum6kb2yMSe+jvYw7JBueZVWIM1g5O9Qzpm5BAGqK4pikhcwtQVO1AyMBsPXDUCtcdbUdcUxZaaYxaBj6XTiuHjaF10gMR5VJQxOC+oX4P+2dqP34ptBy1jtrKyDCpUiLKC4y0CckM8eIa2ZU3ffeBy8CyNDTuP4LmZpWhPqF1mBziMH5KLOZcNMSlrSoqK5nZRjyWWprCwohArth3E7mPNKBmYjfkThkKQFBxpbMegvBAaW2PI4Bnct+kz03k+9tpeZPBmBozEPLE0IO1NOr8v8sM+LN92EGuqtEmgJqDEIBKXEBNl9Mn028ao3TFaY6LlM1FW8Oj//NXyHFl9y2iM6BMGTVPICXD6c8jP0finn4wESzOQVRX9swMY/pORSMO1iS4DmehJioqX5pZj+4EGPPiHvwLQrgHHUJ7FgodOQ1JU3DtxKMYPyzPV/Z4t6+Oh+4BjKFtLH2NW0ZnAe8J48NANwbI0RvYJY9O8cZBkRV9xJ2IIbvVibqyRG3PVkmIFMeTvBCvloHa5qZP1bH6WxoNXj7CodRI1TVECTreLFjXRYCKdzGl/f2J/2qH/ujVEJ8xr2wTVtq7x0Z9egKyANgZ21gxI/C53xt4hXWBkgEI+FgU5Aew+1qwbng/LD+FoYzvW7TiqM3+NbQIUVTWpy9U1aUqZT0wrxvGWmN5mdoCztJkb5NEvy4+TkThuXPVn/To/Ob0YA3Iy7OvgoI35lLKBCPsYvd9+TjMpT07bDfIMvm6OWmJp8ZQivLL7K1xfMsA0UVoytQhDeocwZcUOS+w/Ma0Y7YLZv47EPFEfTU7LfHJ6MVRVxX/8aS9uHT/YFO/rbrvY9hztjhGXFMtnHE1hStlAy3PEaKrelKgjXVhRiKCPwVfNEu5Yl5yG6qUf2sFOkGV5ZRke/9kFePAPf9WvvTfR89BZZAUYnD8g21KekBXw0qh7CkRZxauff2Wrx3A28BJ9PXjo5rBbs+uMD97SacUoyAkAQKeZNWPNXsq8cQp4+sYSU/tP31iit+/mg8cnDKmN+z83sxQ828HM2ZnKk/3jDmbT5KVWUWG7v979BKtmPL7JJzBhXmvcnmxeK8oK3qytx7wXanDDqp2Y90IN3qyth5ioq5RUYN66Xaha8wluWLUTVWs+wbx1u0AEPYlq46Kttbhh1U4s2qopQ9Jp+FTODfJYfctoPS2TxN7uY81YtLUWfo6Gn6Ox/VAjHty8B6qqYtHWWtAUZRsnvUO8zuJpk/CO60XajEsKKAq4K2myeN+mz8FSwMrKUlTPGoONc8tRPWsMVlaWgqEp3DXxPPAMDUWl8HVzDEunFSPs52wXP+KSAtkmFh/asgdzLhtimSgt2LzHMfb7ZfkxJC/D1Kc1VWOQwdNYUzUGS6YVW9rTLBRiupDMwopCbJxbjoUVhXjxz0eworLMFKPLZ5aiV5AzfbZkahEGZPstnzE0hf5Zfvz2houw7YEJ+ODBiXhvwQSMH5Krm6oLkoyGVk1gJ+qQGh0VzBNJDxrsUjfvWFeD8QlBHmKc7sFDZ9HmUJ7RFvfuwZ4C2qDHMGnpe6ha8wkuG9HnrDN+vCUlDx66ISRJwd4TrZY0zpF9wmBZ2pUZYygKfs5svurnaJ154x2UE4mZsivzxtEIB1hT++EACx/XkcJoX3NIaupkneUxps3dPek8AO5plG6TUcFB4IZMxODAqhGPvM6Y17rV7LmJ7MgOfXgkDZk9mqYwok8Y/3XnJRAkGc+88wWenz0WTQmz86jYYbXRP8sPPjG2/bMDjgyxkcUDnMfKboyRSO01ipIsn1mKDJ7B181mS45nZ5SAoe0nnZKigmNo2208a/+5kvAJtLt3TrVLFjsQmtbqO2OivXVFBs+gN8/bpm37ORqP/exC9MsKgGdpsDRw5/rdFiuFf/v/LrB8tmxmCSiKwj9u7Eg3XTK1CLdfNhgZCSGnAM/orOb62y9OvQDkQUcsJqVcUNs4t9xL3/Twd+O7Eu/w0J1A2f7W/etPLzirVtNwDdmDh56P+kjc1hS9PhIHoE3G7JgnMhmTVY3xMLJKd23YDZmwSoA9c5U4fiChpmliDQwecFFBk3QXEhMXIvFOVvmZhGm6hU1ITDY5msL2Q4244sn3MWnpe7jiyfex/VBjx2Q1MZEywpgmyjpsJ/tzLttZhsacS4eYWLU5lw4xCeA89+7fTOf33Lt/g/E3lacprKkajbd+cTneuf9yvPWLy7GmajR4OnUfyWSQN7BMAMAztPZ3OhbtQZvw5YV96JcVwH1XjMCmj48iP9OHoXkh8AyNf/7J+Xi79gT8HIPWmARBVnAyErONk29OxwBAZ/F4lsY9k4aZrtc9k4aBoWE7xqKsmpjf8UNyEeBZROIyckM+jB+iWXDUNUVx94bdKeOpXZAdtzldX7tzYmnKsio/f10NIjEF89fVoLFNsG1PBZCVwdumbasqUPm7jzH5N+/hptU7oahAQyRuYpsbInEEk+r48sI8FBWWZ8yCzXtAUzQEsWNRhbCaTvfk2QoH9EScFqWUMeVN9DycCdx+9zykP2gKtu8FPZ7ZoyiKAfApgK9UVa34vvvjwUNXwJ0VsmeeOpgv+/1lpXP7t8ZkbPvyhElJ8pVddfhpyQD0CjpbL5A0yJiLabqboTjHpi5SdixiNoifLJ1WrNcN6mmsRMBGUezPX+mwtkhlLQEAQR+FExEVd6wzS9H3y9S+RNMOAixkRk0BNE2b2afKMs3lOo1B0xTO6x3ETy8qwIzVHbV0y2aU4OakurhnZ5Qg5DMzxL1DPJYk7BrIdZMVxcpUJyYwdrYKxhVwO8sAo5l1XVMUGQ5iOxk+Lf00OZaWTC2CIMmO17d32Gfqa26IR1xyuie1vtqJz6y6uQwcS6P+dMx235ihFq+uKaqnuyb3ycfRJjP75ZVlaI9Ltm02twuIiQzywn6Ihj6Lkmx7z/GeqboJsZiE+tNxHG44bRtT3kTPw5ki5E8tCuYh/SGrKmKiOftk6bRikzjcmSAdnjg/B/AlgMzvuyMePHQVWJrCvEsHYeroc0xFuoQVUlSYhC2ADlN0wFlAhQiQqC77szSFjTV1WPrWAdP2n5UV6Pu7GYoThsG4v9Ea4Y8OpvA5QU1AJlWRsiir2HWk0WJrcEXC1kBRgS+/brZsJ6uiigq8tudry/iS9t3OD9CM551EbDpjPC/KqrMxfJpCUVQ0tgmISzLmJZ3bqTZR/wEjn929YTeWTC0CAPTJ9GPfiVZ8dKABv7puFP7lWk39kmMpiJKKvcdbUHJurq5Ct/toI8rOzUXQx+LFOeVQVFVLkfv4KG4ZP1iP/zmXDbEYsRMz6001dZqoSbzDJsNoVtwrox9OxyQMzQvipYQ9gSirWPXeQcy5bIhjaunmT/4PM8cNhiQrpthySvslNicZPIPqWWMgyAqyAxxYmsKUFTscLSf8holWQU4Aigq8v++E5b7pl3WuRUjowavPt22zsU3Aoq21+K87LzEJ7+yvb8PxpjbLPXVtccF3F1BpBqK+GRNl8ByHb5rb9bhhaQpBH+1N9DycMSIxBUcaTusxRZ6DvTJyNVEwD2kPVQV+9+Eh0/P6dx8eOmvhtm791KEoqgDAtQD+HcAvvufuePDQZQg5mI6TFbzOCLTYrfAT5s3NesCNWXOydiD7hx1WIIkpupspvNN2wqxxDIXSJFsDI7PnZj7rZpruND7Gmj23+glH43Ym9TGUs1zB+76gKCr2nWjFnLWfYum0Ysu5ZfCM7flyDA1FBVpjmpfjPZOH44YktbmCHB8G5WVaVOgCPhpUO4WbkuLAyNSxDvV4JCVqeWUZKAoY1jfLFC8kHrfUHLNleQHV4XNg5QdHcMWofpi6YofeJ0eml4JtnERFWe+7Heu3eEqRHivkb46xj+sAb2b2Fk8pQtjPYOXNZbqHIPn8iTf2oa4pCkGS0S9Ls2KYs/ZT7D9+GhPO72O5p7K9yQsAe/XNxVOKcM+G3dh9rBnvPjABubQ3Vh7OHLKi4p6X9lg+f//BCV3fGQ/fCWinrKKzJG+7+5PntwAeBBD+vjviwUNXIpLCdDwr4C4O4ibrT1P2pumE+RMlFc1tMWycWw4psSp9sP40coOaepwbc9gaU9A/mzft7+cptEYVZPrd++fGrLmZoruZz4qSimffOWA6/rPvHDCNj935UQbrBTcRG1E+s2PQVHrmcTa2CZiz9lMtFdDGQJ3UviWfb59MP75piSEzwOFX143Cv/7xCzz2swvRN8sPhqJwMiKgPckk3Wjo3T/LZ4ozUVHQHld0o/JUYkQLKwr1dpzizc6e4KEte1A9a4xtDP+yYhQKcgLom+XHO/dfbmL2nGLejsWeOvocsIzW92TLib5ZfvzbH7/ALytGYePcclNbdvdFsqk6Obd+WX6snT0WpxJCOk+8sQ+7jzWjICcAnmUswjtkEk7auWNdDTbNG4f+2R6tcComWp45D23Zg4UVhVi0tRY+xrNZ8HB2cPzdT9PfDA9WKJ3IKjoTdNsnD0VRFQDqVVWtoShqQorvzQUwFwDOOeecLuqdBw9nhs7GqytrxFL4/azR+KopptcFDcjxd9S0OZim84aatwVXjUBdkyaEwTM0Flw1QmedQn4a/XKC2H8iordf0CuoM4uOzF1ie2aAxtHGuKUm79zcDlP4Oyeeh6Y2UT/+nRPP01ev3Fgvt+1u4+dWc+jnaFRXjUHdqajh/DU/NgI/bz8Gfr6DfSWy9QQNrYKee+/GvnYXdDZmibE6AKzYdtAyNgU5fts6SkVVEIlLUFpUDMjx474rhuObljgaIwLaBRn5YT7l9YpLMqKiCprSJtgcozHPxKj8f++71JalFhP2Arf9aEjKeMoP+3RTdTJJW7HtIGKSgqpLBpvqBZdXlgFQsfLmMtDQXs54lsasHw1GyEfjnsnDbett7Ng4nqNBAVg+sxQnI4Iehz6WRltcwq3jB6M1JuKGVTv1fZzOw85UXVZVZPo4ROISeiUWceZPGIotNcdw349H6As7RHjnaGObbdu6wm03Qle/F8RiEuKSvZpqbpDH8soy9PJsFjw4oLPx6loH7iHt8V1l/HTbyR6ASwD8lKKonwDwA8ikKGqdqqqVxi+pqroKwCoAGD16dHrmP3n4waCz8erGGkGl0Bozy7g/deNFyE68ULjVvEEFTkYE0/5LphYhy68ZJMcEFSdb45btmT4WWQGNuXNiWjIDQGtMtVUT3TRvHMJ+gAaFqCBb2qcT6iRurJebqTvnMH6cgflMtXomyyqa28zj8+T0YmT5Oh6ZkqQi5KP1ejGaoiApMqSEkZ7PyRjeoPiZDqbqnY1ZzsCg7T7WjEhMNLFGkbhkqUUI+Vh83RzTx/l/7r4EbXHJEhfZDmqUG+eW41S7ZJpAPTezFLlBXu/LoZPt2HWk0XIv3DD2XD218aOHJjrGU68gb3sd80M8VFXF2tljAUBvd/aPhuC0CkxPSjnlGZ/jPWPHxr00t1wXP0m2kOgV5LH0zX145LpRFvbQ7jya282TPXJuLXEBJ1piCT+/jvHrm82bPCWBTjyTuhG68r0gFpNwoi2OIyfbbcenX5bfE2XxkBKdjVe3OnAP6Y/vKuOn264HqKr6T6qqFqiqOgjAjQDeSZ7oefDQU+Hn7K0PCLMkyQp+/tJnphfEn7/0ma7Waax5MxpzkueF4GBaLiSYL9Fhu2gwXbczFCfMmSgryAv5sPLmMmycW46VN5chL+TT++fWfmdMz1fdUmYyqF51S5n+guokf0/SXGVVte0fWT0TFFV/ASb9u2/T5/r4kDH4jz/tRe3x0/imJYba46fxH3/aq4+BogLb9mpiGe/cfzmqZ43Btr0ndPsGUtNntBO4e9IwnV1NN7BJY1790WHQFIWpK3Zg3gs1iIkaE2Y838wAZ4qDnAzeNi5SrXYmp87duX4XKAp4dkYJqmeNQf8sPyoSzBm5F64tHoDHXvtS349jaSyfWWqKlyenF+vxZNcnSVHx3t56sAwNmqbg4xiEfBxExbrQccc67fx/PDIfo/pnom+WH6P6Z+LHI/NT+rEJkqJbSJQMzMbCikLEJQWCpODOieehJSrq51RRPMBkPk/OQzO491vuJZoCYoJiifM71++yNWnmWRrPJY2Rp8YJnBYkKKqK3iEey2aYx2eFp77p4VsETQG/uHI4huaFkBfWbG1+ceXws5bl99B94Pbuc6bwnkAePHRDxCVVVwc0Kt/lXtAfgLNACkkRdGON3ARenLYrie1uq/xOrBZ5MVRc2nfrP8dQUBRYDKrJRCnuYP3wVML6gWfs+8cxqQVwFMNkz7GQOvFQZmjYpuclDgFRdmFf0wxRQdbHfGheEE1tIlR0GIzTFIXHXttruibJcew0qQOcVzvtvk9TFERJk6/OC/nw6E8LTVYIvYIc3qytBwCUDMzG6agIRVXN1g4cowvyON0rdoIlaoqJ6fkDsi0iMzxjX1PI0JQ+ESwZmI0HrhphirUnpxejb6Yfb99/Of6vsR2PvPIFfnNDseW++d2HhzDn0qGWe2n2j4agT6bPNc4J2gUZ63YcNcXr6vcP4e5J57mFRo9FLCahvrUjXf3KwnysnT0WLVERze0i8kPeRM/DtweWoSFKKm5fb7D7mVmq+8N6SH8oDu8+j/RkNU4CVVW3Adj2PXfDg4cuQ37Ih0mFfSFICmhKewmeVNgX+aFEzZsL1c/SFB65rhCA9lI2ICeAUf0LTabjdgItJM3R6QWUTIYyeBqb5pdDlrWJJ0NRYBggYJjMVX9kfmBVf3QYjyYeWIzD8QnzFuDt65uID19MVGzTRHXrCQfrB926woFZ3JTY3ykN1Jiy5lZI7SYi42NpTBtzDo4Z6gKnjTkHvjRlSniWQV5YSyOOigoGZPtxsk3A87PH4v8a26GoquWa/Ped403jLCuq7bh/0xLDysoy3c6BvOQ4ia8oBmZ2YUUh7kqyGameNUbfb/6EoTh2KmqyhSDtbJxbnjIWSFpm/yw//Jx2DVPdm3aiQVvmj7Ot/WyLi8jgORTkBDB/wlDLC8DqDzQ57qY2AUKCMf8okx61AAAgAElEQVSmJYY5lw4xpWUuryyDoigmNc4lU4ugqqpj6iFNU2hojSM32JHOyTM0th9qxKaaOtN377ti+JmES49AY1QwPYferK1H7fFWLLr+AuSFfcj0cd9zDz30JBiZfiDxDDH8pnhIf/A0ZakFXzK1CPxZ0rdpMdnz4OGHiNNRySJw0j/hNuloKp4QYOFZCvXNkuUFsiBbmyxmBewnU1kJawKeoywv1ysry8BzROAFqGsWLfsPTgiwOApqJOYxTgIypP8RB1P360s1U/fOCLCkEj9xY0aDDibbQV/HRMytDXdrBljMU1dUloFLU+3hnACHeycPN8XskqlF+NUrX6AhEsfyyjL87tbRuO35T/XtoIBnbirBPS9qk7H3953AisoyUxuLpxTh5U+PYc5lg03MG6C9/NhdJ+O1yQ5wluvw9NsH9ONkB7QXcic2jqEpW2EZFVqMP7/9MG4dP1h/CbuyMN+2Txxjz0LGJAW5Ic5S+/mLjXtw05gCLK8sc2SRm6Oibu+weEoRPj18Cldd2Nc0TgGOxqr3jlhY7oevGWkaB+M1u2fDbjRE4lh9y2iM6BMGTVPgWcr2vIjo0w8NsZjkeI8PyQuiT9DnsXoevlW4/aZ4SH8wjCaIZXyG54V9YM7yOes9iTx46Iaoj8QdBU76ZwdcZf3bBWfrgZyguyF4TFBAU4pJ0v50NI6YoABBoCXF/iF/J1gvF+sDhqbwl69bMLxfpr79L1+36KbubmmkqoO59KBcLUXSjRmNGEy2jWm0vTL6IStD+z7jYF/BGNjVVH2MxJ3ZyXQ0yG2KipbzWbBZk56f90IN7lhXgyemFePFOeVgaUBWNSZPUVU8c9NFECQVvYI8ZEXRf+iaoyKeeGMf7p08DFVrPrVl3moOn7RNhSVjb2cD0RCJo3eIx5qqsWBoODNcFOVocvvIdaPw/PbDWHDVSLRERSysKMSKbQfxZm09BudmYMOc8k6ZqrM0hW+a2tEnKwOKqqUHv7e3HruPNWP+hKF45u39+GXFKN0Pj4wtsX9I/ttoIE+O8eT0i3CqvUMZNi/MozkqoiESh6KqqJ41BhxLQ0oYxu8+1gwAmLP2U/zXnZcgL+xDTOyws+gJacdnA2Ke7vQc4WjPZsHDt490EknycGaIiQo+3F+PSYX9TO8eV4zqBwTPvF3vaeTBQzeEKCv2K3iJdC0ikELqjgh+eW2hvj3VCqBjzV6ClQr5aJxqpy3m1sR6wbV9F9aLplMbh7oZkoccmLdQgnlzM6V3Y/7cTNsBd3bSkX1NtNHTVmkFB+l5I3PWJ9OPdTsO47IRfUxjv2RqER5/fR9+/Q8XQJQV+DnaxKQN7h10ZN4e3boXwF7TttsuHaKP/YptB7FkapElLaahNY52QcZjr+3FkmlFlu8snVYMmtYWDuxilaUp3Dp+sCnGFk8pwiu7v8JlI/pYDNppGrYxm+GjwXGc5V6bd+kgZAe02sI7Jpxne/6RuGT6m2Noy/fyQj4EeAaLNtWa4vDVz7/CisoySIpiOYcD9RHsPtaMuibNXB3QFmCI6JPxu8wP7EXTaJ4+fkiu5R73bBY8fFfg2NQZPR7SHxQFDOubZf398ARaPHjoeeAcauZIIbbTCh958WIdauLICqCbOWskntrU3W2F0Y31UhT3erdU4iWRuDPLkJXhbkrvJgDjxpwC7vYWbufA0hTmXToIU0efY9qerqu0PMvYxkTfLD/+977L0C7I4BkKN118Lip/97GFAXxxTjkoCvi3P36BhlZBH/t2QQbHODOxyWP40YF6iLLGRm+YUw4KKhQVePamEvQK8ohJMgIcC0VVkZ3BY+ygbIR9LJraRLwweyxkVcU3LTH87sND+vV2Kph3Mltf8sZe29hibdjyVIbxauI861vjtucf8rG6qfqWmmO243Tv5GEWxpUYrYd9DBa+8ldLX+dPGIp5L9SgIEczVwe0BaLvwuw33RARJQQ4Bmtnj4WsqNh99BTWVI0Fy1CQZBXZAdZj9Tx8J3C1VPKQ9nDLSjpTeE8kDx66IfISRrzJLEBewug4HHAwNU/U3Pk5+5o8Yvh9pqwTUet0O36Gg8BKBp9a7ZIwfxxL2SpZkhVMmoYty0CYQbf+ZzrULGYGOpi/VKbrZAxt+5gYQz9vzy6Sa5AdsN+eHUhPgZbcII/Vt4zGnLUdNXlPTi9GU7uAuxMCKQU5Aay77WLba3MyEsc9L+7G4ilFeOKNfSYhl+0PT3Q0EzaO4ZWF+bhn8nATS7Z4SpFeVzewF4OWmITZa8wsGgAIsoKbf/+xab9TbQLoBIOXfGxJto8xP0fbfp9jKUiqDVvus/8+TXVYsDzz9n7L+S+vLMOSN/bizdp6Pfb8HG353jm5Gbb9ZGgKLGN/bpl+FgU5Aay+ZbRuru52z/4QEItJOH46bvF1XPXeQUwfMxA+jkFBpv/77qaHHgq33z0P6Q+3d58zhTfZ8+ChG6I5JtkyV30vOw95HIPWqAJRFE0swYmWdrRGOWT6tbxvJ2YLQXfmyo05bI121LQRUQlS05bpd68ZdGMW3Wr63Mxl3fp/2mH8Tkc5hP3upuuAu9pmTLA/RkzggE7UTaYbaJrCiD5h/NedlyAqSDjY0AZJUXGfQQmTpKk6sVR1TVE8v/0wnrqpBC1REX6WhiArKZlY4xhOKRtoGdOHtmh1g+T6OY25LEuma3Ww/jS+btHSJLfUHLM9thPb6BQ7Tsd2Orf2RAz96rpRoChg49xyCJICnqXxr3/8Qk/jNsZeclsNDqzgidMx8EzAsa+b5o0DQwGNbQJyg7zrPftDQGNUsPV1XFM1FgGO9jz1PHynUBTgwDctlt/dQbkZ33fXPHxLEKXU7xVnCu+p5MFDN4QgyVj5wRGs/OCI6XOSruHnaPBJdT4rDKbrTn5lxDdMdqn541gK624fC0lGwvoBYBnoynsUBZSf11u3hpBUFeXn9e5Qu3Rh1mjavmaOrFDSFHDbj4ZYFBBJhiNFAf/0k5FgaQayqqJ/dgDDfzJS3+7Wvtv4OdUcKgYWQ1Y0Y3bji/WKbQf1c8zg7Y9B2M2eVrMHALKsQJBkqACq1nyCP959iWV8ooKkX5u8kA/3Th6Gc3IzwNIUppcV4PqSAZZ6hf/ZXWfLxNKUWUXTTnmzrimKYfkhPPazCyEpqi6kQkRI6pqi8PM0zs0LIypq8SzKKs7NC2P/8dP439p6PHDVCHzVFAOgWRA8cNUIx7pRp9hJdb3vmjgMd23YZYnVDI7GKZt6vmyGsty75P5ecPVI1J2K6n3tl+23KOsunlKExa/txW+mFzv2aeZ/dhxz9S2jkZPBYfnMUpyMCLpKXO8Q/4Op2YvFtIk/Sd9c/f4hbKqpQ11TFBxDeRM9D985/ByNqy7sh0QZLSgAV13YD7zns9dj8F29F3hPJg8euiFoh1V04nkVd/CZIz5xTipxFOVSs5donwaF1qiky8kX5Gi+ZiFee2TwDA0hydz1uZml+o+OW/tuzJyqQp/okfO7/+XP9fPzczQa20Tcsc6cApmVEAOBStm2/68/vaBT48e4qHUCzsbxxCcvKjgfIyfY85TVRFHG3voI7lhXg+pZY3BlYT4UFSZ/t8VTitAmyHh++2EsmVqEkI81xdiyGaVY9u4BW2bumbf3o3rWGJxqE0x1bcYxtFPeLMjRpE0f/sNfTP144o192H2sGQU5AagK0NIuWtKaS87JQcjPoaVdNFlkPDm9GFl+zrHWzum6On1OJnrGc944tzxl7az984HG6Wjc1NfllWWgAYvCaUMkDiWxX3I7hxraTMecs/ZT/Ped4wHA3HaSaFFPhVGUxRgfALD9UCNYT33TQxeApoCTEavlEbFU8pD++K7eC7zlAA8euiFoAMtmlKB61hhsnFuO6lljsGxGiX7Dig6rP2KSzxx50U2uOSM1e8btxnqzuIN5a1xS9O12qQZku9PxjczcreMHY9HWWtywaicWba3FreMH6/0TE6zZypvLsHFuOVbeXIa8kE9f3Yo6pIlGBe34NAVUXWJuv+qSwfrx3caPsDbG/hvVPgFtBc7OmJ300e0YHENhedI1SOeX5/pI3HBNVCysGAVRVrCwohAlA7P1Scw5vQL4+eRhyAv7LTF214ZduGXcIMt1zw5waGgV4OcY5IV9GNI7iOwAD46hsO62i/HWLy7Hu/dfjoLsgD6mJQOzUT1rDF64bSzqW+PIC/n04zy0ZQ/mTxiKgpwAfnvDRSnjuW+WXzcpJ9vu2/Q5xAQ7Pu+FGtywaifmvVCDN2vrtetqEzthv31MOfnvyYrquMpLUbDcv0umFoGhgJ+/9JnlvmhqF5AT1MRusgMc7p08DGuqxiASE7GystT0nFlTNQav/eW45ZhxScHWhDjEO/dfjupZY7D1868QE5VvK4S6LZzSN+dePhTLK8uQ66lveugCOJVHtAs9/x78ocDt3exM4S1FebBg0MOv/l3fP/LYtd9RT364kFXVYri9dFqxLobgypw51Dg9YlCbTKXq5ZZK4Lbd7fhuaphOrBnPdi4FMiYpePz1fRYj6d/eeBEA99UzSQF6Jxlds4z2uX6NXFJVnRQk9Yd2wlPNaJ5KU9rn6QhyTUoGZqNdUFC1xpyKSZg0RQUicRlR0d5epH92ALcYhFKWTC2Cn9Pi4SZDeufvZ41GQ0TQ/efId/PCPDbPH4eG1riJNTT2gaR2Lrr+AmQG2JSCPhTsJ2OKQ+2hmFBkfHFOOUSDz95PSwpwpOG0xbvxilH9Ut7LdtsUFVi34yhemK1NZI3xbdfXXkEerTHJ9DxZeXMZsjM4nI7JFrbutksH6fYL5JhugkQ9FanM0zmGQnbAM0/30DXoian/Hsxwezc7U3hPKA8euiGc0hhJkS7P0LbeYSSNkmdoVF0y2HF7gKcxdfRA1DVF9YnG1NEDEeBTWzuQyZDbdo6mcNfE83CqTdT7c9fE88AltvtZ2tajzp+YzCmKiuqPzJPB6o8O41EXARZj//LC5tX2vDBv2m43fmR7TFSwdvthXdJfUBRs3mF+4LpNuBmKwpPTi3VWiKT/EUELSVExb90uy/6b0lTKnlyT+ROG2qYlLqwoxJaaYwC02F5YUWg7fkcb2021kO2CjIKcAO7a8GdTm181xfDix0ctMXLT2HMxvA9rYQ1JH4ilwIH6iP5/p7RIhqbwfyfbUJATQF7Ih/kThup98nOMraKtj6Vx+GQ7InFJT5v8+EgzXv3rCbw452L8rT6i33Ml5/YCz1oVNJfPLAVHU4jJCl6eX46YqInUkNpZlgauubAfvjkdw02r/2zqr53lSWaAw2/fMqecPvXWfjxy3Sjcsc5sg3FHQnBEM7L/RL83OmNH0hPRFBMhyvYTe5amEOK81ygPXYOelvrvwQofS6MiaVFteeJ35WzgPaU8eOiGcBJYIQIhkqIgM8CZWKHMAAdJ0agnhgbywj7T9rywD6SOm2eAuKSaVvRXVJaB1yy1XK0ZSApick0f2U5RWt1gMmOgl7xRQHYGhzVVY3UBGJ6ltIpzpLA+SPQ/g7cXxyDiJyGfvbUCScN0Yv6eSjB/nWEx3IzZZVUFx9Kma8CxtM7OuqV5phvyQz4sryxDXLQ3V++b6cfdk4bhm5YY6pqiWLHtoGX8VlSWYe32I3jgqhGWz/NCPlO7vUO8o22AE+uaH/aZWD7yeSpBn6Vv7sfymaWIxCXT4sDKyjLkhswxzDLavevnaNy36a+mtl7Z/RVaopLlnhNlrYZx3W0XQ4UKVQXa4hJ+tmIH8kI+C8O9vLIMf/zya2ysqcMzN5WgZGA2GiJxLK8sA0PDdhEl4GAHkSxwo48HBQzND+GjhyYCAO7esBvLZpa42pH0NMRiEmKSjFXvHbQ1T/dEWTx0JTxT9Z4P8vthfG/wc7RJHO5M4NXsefDQDUEEVowwCoSoKvDUW/shyNrkTpAVPPXWfpDnQUxU8OH+egzND6FPlh9D80P4cH+9Xl/TErUXD2mJatuNqQSkPufVz7+CKKv6drv6HeN2u5o/sj0mKvj11locbIigoTWOgw0R/Hprrd4/xcH6IDGXRbvQYf3w3oIJ2DCnHDWHT+q1C07CFpG4tp2lKTRE4qZ6q4ZIXGflnGwVSP/JNSCpqBvnlmNhRSGe335YvwaqCjz37t9M1+i5d/+mbyertMnXOF1XaTmOwcj8EPpl+W3Pq3eIx53rd6GxTcCVhfmYP2EoMv0sqmeNwSt3XYKNc8uRG+JxzYX9LNd+/roa3Dt5mKnNAM/axkhmgNNZ1+Q+5Id9eHL6RVBVFQ9fMxIrby7ThGQU+2spK8DuY82IS4qlPnPeuhpdrRYAVFXFizuP2sb+Q1v2YO7lQ23vOVWlcNPYc3Hfxs8w8Yn3cKA+ou8/f8JQy3HvWFeDqy/sh7qmKO55cTd+M71YF7BRFNjGbUxUbMdKVYErC/NNNZJEWCfAMRiQkwGeZZAX5h3tSHqyzV5jVMCRk+3YfqgR63Yc1Z93a6rGon+ml77poWthNFU3/S5LPfgm/IFBlFVUrfkUVWs+wQ2rdqJqzSeoWvOp6d3jTOA9qTx46IZgacqWaSATgdwAb8tcEaEAmgaG9c2ySNgT6wE3g2Q/52AInrAmcDIMD7jYCsh6TZ+99cMjFZr1g5N8Pemfoqp4dOtePLp1r+k7kwv7pjw+qW1wZAZ9nbdFcDSuT4wRTduzk+QaZDsY06erqTqgTfj6ZQVspf6boyLqmqLYf/y07bhRlIpfvfIFHrrmfNuxH9Q7qKcwkUmxPfvtbL3BMRT8PIP7Nn1mOrYTI8bSQMnAbOQEedtjNbTGIcoaS9wQiWPxlCK0xiXb76YSYukd9qEhEgegmdOT7zlZSbAJhrmuKYr61rhuQL+wotAxbu0+Z2jK9loEfbRupp4T4HDv5OHO93QPne2RWr2n3z6gx9KmmjqdkQ165ukeuhgUZW+q3pPZ9R8a3LK6zhTeZM+Dh24ImqZtBUz+/R+KACRWnBtO46W55ZAVFQxNYffRRvTK4DDAz0JRUpuCuxkkx0TFof1cbbuBWTOKTfQa1Q9IYSugWztQFOZdOkiviSNFyLo1hIP1AekfTdnXJhHm0622od3B8Lw9ziEno3O1ETExxRjA3V6iOapg62d1toXY6WiqTkDTFPpm+/DinHK0xkSE/BwoqFChXbOrL+ynv6wAHWzVmqqxeLO2HreMG2QvfCLJejz6Embrdt87crINw/uEbMf+lxWjHK0Mdh1ptBVPefqmEvytPmJ7LADIC/vx2xsvAkVReGVXHa6+0F5wJdU9YYwj473ZHBVt45xJrBgU5ATQHBX1/ztZrjgdW1Fhax/x63+4ULd5aYqKmL+uBhvmONQ19tA3zcaoAFFW0RCJ44k39plqSPNCXvqmh66Hm7CZh/SH0zOcPsvnrPe08uChGyI3yOO+K0ZgztpP9RW81beM1lfbOYbCoN5h3Gg0WzbUlLkxd271Zhzr0H6iNsCNOcxwMJwmzFnYT+O6JGZwRUKeHtBS41KZonMMZWt0Tc7fz9kf38hMhjN82H+iQyyjoFcA/gQzmenAumUaWLeQj8Ylw/Nx0CC4ccnwfL0ukKKAOyeehyaDSM2dE88zGb/brdLSaUrsKYqK5qiAqCCDYyhwjMaQGmNkeWUZWAeGi4zL/3z2NZbNKDWZjK+8uQw0TeHGVTsxfkguKsedi2ffOWCpG102oxTrdx7FyL7DrIzVzFIIkrWeMC/kgwrg8pF9cLA+gqffPqDXwIUDNE5FJBO7Y4xXnqUwqzrJa5K1Z+U5lnK8Jy4b0Qf1p2NobBOw60ijfl5v156wZRwpqHrdYFYGiw8enAia0u6LFZVleroo6aefswo6rbxZY1Pt2GfVwGCTMVNVxbb/hM3vaaBpoLldwAu3jcWRk+2muMjycd939zz8AMGxDr97Xs1ejwFNA0unFesCfQU5mhL72b4XeJM9Dx66KXxJ4h5GNSbJoSaOKDlyDG27OsQlnhhuK4SSlLp9N+ZQlIAAR5nEKwAFoqT1JRJzNhzPDDj371GDdUNjRDCJXSyZWoQsv/YS5sa6SZKKk61xy/6ZPu2ReDoF6xZOsG4xUUVzm2Ax2870sciCxk5GBdlyDLJC5zaG6QRFUXGksQ0nTsewYLOmelnYL9NSP5bKEFxRtZTJ60sGYNm7mupjbpBHryCPkI/Fz5Zv1xUxiTXDXRPPw9rZY3GqTUBjm4Bl7x5I+ClSVsbqnQN4JMnwvGRgNh68eoRpUYOIt5C+sgxty+7khnhMW7HDdH53rt+FDXPKHe+t5D5t/awOP72owJTyunRaMXiWwqLrL8Cw/BBuTEyWjcfYOLcc62+/GP/+ai3erK3X+z2iT0jflzw3eJbS6+pemD0WsqoiEpPAMRTa4va1fJvmjdOvDc8y+soyz8B0T8uK3CPrhWIxCY0REf+4sSPdd0VlGTIDLII847F6Hr4fKLBYqDx140XI9nuLDz0FNChbgRYaZzeh75lLch48pDka2wQ89tqXJnGPx177Eo1tAgB3JUeaApZMNZuaaxMN7buEGTNaNRiZMbf23TzmhEQdk1GA5fHX9+nn49p/mrI3Rac7+kesGYigRvVHh02G5WWDcjFj9U5cvmQbZqzeibJBuabzszNEJ/tLioqPjzTj0Mk2NLTGcehkGz4+0myq2RMVFas/OGTqw+oPDultuB3DbQzTCY1tAo42tuvnmx3gIMn2PnocQ6G6aozJyLu6agxUVcG9k4fh/X0nsOCqkRiWH0JWgMPGj48imlD4nD9hKE61CXq7rTEJt/z+Y0xdsUM3NSfG9naG5y1REYundNwX904eZrlGxHCd1LoBKpZOK9YFfe5/+XPkhX0QJPvzkxUF90waZordeZcPBUUBDa2C6fuXDs/XJ3pk//tf/hxRQUHVmk8gKk7HUPWJHqCxk4KkoE2Q0dIu6XEuyAqeeGMf4pKCm1b/GROXvocf/+Z9nGiNY/aaT9EaE23bVw31ITkBDhtuvxiqCnAMA56lQAFoaI1h6Zv701Y9NhVOxUTbxShFAeKSZ2Dt4fuBpKj4+UufmeLy5y995vns9SBIioplScJuy97921lfY295yoOHbghFUWzTqxTdWiF1TZybtYCq2q8QEmbMrX3aYTut1+Q5iJMkJptu7cdd+u/UPnFGIFYOySwEeV4qDhMtJfEFv4Opu9/Arrr1wWkypxgmtKnGMJ0gSDIyeEY/l+aoiNyQz/b8YpKCVhsLAh9LYVT/MHJDvMXyws9qTHV2gENjm6C3G/SxjpMhu2M3tQlY+mYHu5YbshdeyQ5wCSacAkN3rLT2DvuQ6Wfx76/WYkrZQIf6ONrCroX9LFiassTU87PH2h4/K4PD9LICSA7+bgcb2nDr+MH65JFYVRCrhof/8Bfb9GwCIgJT3xq3bZ9nNQ8WRVFxoCFiSidfPKUIz28/jKpLBpvSknsKYjEJcZt037qmKFSgR6uPeuje8EzVez7chN3OuN1vp3sePHj4NiE7yPoT9V0fS9sydyTV081aQFZhu0JI2ucTpuPJ7fOJ/Ympu2U705EmmkqmnXNon5iuc4nUueT+sy7tGydzf6ip0xkKVdX+JhMtJ2l+Mj4qYMscGn9SnawXSB/4RCpt8jE4A5uaagzTCTzL6ObnALBi20EAKp6bWWo6v+dmlqL+dBz3vrTbwpocOtkOwcHyQlZULJlahHZBxpaaYzo7F/KxtmPMOsSXj2Ww+1izHlcnI4Lt/v2zA3h+9hiwDA1ZBe7asBtVaz6Bn6Ux8z//jDdr63WfwOTzOx0VcdvzNSbp7NlrPoUkW9nohsRkK/n4R062Y85lQ7D6/UOWMVw8pQhPv30AD23Zg8enFmHJtCIIkqKnuNoxlaoKE5PaN0ubiK/YdhBLpxWb2ie1wYqi4pvTMbTFJSysKETJwGy9vSllA7Fg8x40tYk9bvLTFBNx5GS7w71L6YrHHjx0Ndx+tzykP5zKO5SzTCjwmD0PHrohGBfWKMyxtqbpYU67pVOZRAOaKbv9CmHiiUJpptXG9nuHeN30nKGB3knH720wbXeyTiDywbKqIsAzpv0DPKMLyPgcxCx8bOcEaFjW3hSdZTuYR9vx0ZlBe+EKo/yxk/E7aSPktxfLCPm1L2T77a9hdhrWA+UGeZybm6GLgACaMXiAZ0yKrk+/dQBTygoc2TSn6yom7Ama20TcM2kYnnlHq+nzc7TtdQQFW2b4NzdcpDNZVxbmo3eItwiXLJ5ShEVbv8A9k4ejVwYQFTvuFcZg97D7WLNexzeybxgsTYFjKNP3jecAm3h5dkaJJUZIzeDS6cXYVFOHnAwWL80tx1dNmjrnE2/sw+5jzQCAlqiIqSt26PsZ2VXjsWVVtTCpa6vG4rHXv4SPs9YGOzF65NjEEiKDZ3rUZI+YqDsJ8vT2TNQ9fI9w+133kP5ws606U3hPLQ8euiFkB+aKCCc0RgV8uL8ekwr7QVFV0AapeGK98P6+ExaBkUG5gwG4WxuIsoolb+zDlLKByAADQVaw5I19uoBLTFSw5PW95u2v79W3My7WCKoKvLbna4v1wi3jB+vt20nC6+27WEeIkopnExMCsv+z7xzQ91dcBGqcmEOjeIqbyM3pqIKnk87h6cQ5hP0Az7MYmBVAgGN0+4feGTx4Pv0eyzRNYVBuEL2CnG5ncaihDf05GjFRAU1pbPP2Q42YXNjH9tr1zfKntLx490st3lVVxSPXjUJclME4WJQ8ct0o5IU7GJhMP4uHrhkJmgI2zx8HWVH1Pr72l+PYOLccx1s0NUwyoak93qoJtBj6lJweuvtYMxZtrdXjYu/xFgzNz7SNfbuYunvDbmyZP06fbJHJXEMkDh9L4/0FE/B1SwyCpOjqbMZxITW8JD6rZ42xTw2mKNNx56+rwcvzxuHRn16A6St3WL6/ad44faJnbH9hRSEWba1Fc1REQU4A7YLcozy+iIm6nUMy5okAACAASURBVCBPvme34OF7hpudj4f0h5tt1Rm3e7Yd8+DBw7cPN2NNjqFQmhAgMTJXRJiBY+yZLbI97Le3FiDWB7KD6fnChOk5EcBI3v4v12rbOZaylYwnEtEhn70pe8hgau7W/nMzSx3bd2LddGsJxqF/xLqiE8ambrn1Tufwy8Q5KIqKQ6faLfYaI/qE07JuDwCOt8T187myMF+zP3j+Y/3v52aW4tXPv7Jcu+WVZVBUBSda4vaWGTxtsfr47Q0XgWVpVF0y2MTM/f/svXuYHMV97/2t6svM7MyutLvaFbArJIEFWHYksSsIBh9si8ThGGK/jgTGSGBkRyAw2OYlxMnx8Ylz/OR9TGSOjC+SQDFgEJiLiI9jnDvYJo6vWoFIgrkYgdDKGEm7K2kvc+lLvX90V29fquay2tXOjOr7PHq0U11dXdX9619Vd1X/Pl/5yAqAseD68u/Y/uTxPcHf8Zk822VYs+2nkbbwb2HmZrSgTnxZZbzufzswiEcHBoO6imyrnE3Na01F2rxlbR8e+Mlr+OC5vUgbFF/6h18J3+h/+Z9eipRVsBzhTCXAEse1HDcyUxlptyS4TmfWDL7Z27RmGXIpvWm+2RNB1G94cCCY1WtTuAWlWValfk2p8ZU2Jdio40TcqIc9JaU6FAHE0HF/u+WUn7myJN8+8RmI0YJ85qwtI5/5qxZabtnljz9WdKVw6zlVQM0rzdxVmnWrdP4qtR+ojE6o9IZuaLyUmD3Z8MAufOemi9DVmqpsJHWmI/kSfnu0gDuvWI4jeQtZU4tc439+4SAuPKMD1164GJbD8Oj1F4AQwHaBp194E+8+az7mtbXg6RfexLc3XADXB4xPlGwUS0lEwGcefQ5f/NA78Q//8WYwg+0yoMWkmCi5gf19/vKlwcNP+G9eDr9mMnsbK0bvFVMjQf3SOkXJYbhs+Wm49HdODWanZbYlOobLgNcPHcOj11+AkuNCoxRFy0bfok7c9a8v4+ZVS3D7H5yDtEHx8IYLMFawMCdj4C+/91/Bck5e1twWEwXLxZf+6HdgaDSw+z+99O2Ra9Xbngm+f5XZqCh9flsaDAx//t/fjsNjJRQsF80SG0JB1JXqXQqq3vwqlMpgo7JTL1d5LyWlOlTaEM98cSh4pWiXlWYGHdms0+WTM2f3XrcSB0YKwbc8Pe3pyZk5ycxgzp8ZrOb4XblUpNPa9sNXg2/uDJ3gvutWYjB0/N7Q8V3GMDdj4ox5WWiUoCNrYm7GDMqvNOtWaeZS9m1EOHaKrI08KEx3LiU8R90570FOBPgeHMmjZDtoNLkuw5tHCvj2L/YFUSo7syZ2fOJ3Ybsufnu0gGf3jaBvUSc+ck90Nvr7ew7g8hW9aMvocFwXKxZ24KOhGbzNVy5Ha0oX2kvP3DRW90fvk7vX9aM1PRmlk39fxv8WlaNTgh1/fD5sB0H0Vl3z7DBfcrH+osVwXAZTpzB1DV988r8wN2Pi2gsXCQHmItuTQdXbMhQduQyO5C0cmbAS3/RphCT8QMakuP7iM/HCm6NB+qY1y/C1p17Bh/t6ItE4t/rwd/7wxuvZnUthaLwotPOUTrH92pWJb/Y+9e1nIw+YT932nuAFTKOrxaRgAB7649+FRgl+8sohfPHJFxREXaluZGgEX/x/3gHL8frQnvYMVix4B8hxMtiU6ketGYqLzurGqwfHgrHPRWd1ozWjZvaUlJpOBUs+8wV4g9Hys0piqLruP+1U+uaNucDRCSsBDOdohrGCHDo+J1MG6u4/LaUkaIOUv10jBAU7GlRi67p+dPj1yxga1r1rYWKZasbgIeMrnJ8K3yxW820ElZRB/DIMQ8M53bngGzadEnTnUjD8OnJYdXx/Hva+kTQ0XsJdT72Mj124GN/6yWu46X1vw2uHxyPX99sbLgge4oDJ2d77rjsP6+//Je5ffz6ypoabH45G6rz1sT14YuO7hPYyN2Pg49+Kzo7eEAO38+/L+MsGUTmGTnBw1MaN4eWZa/uQM3V85pHnhDiDM7pacMW2aHv4t3Ay25PdM9/6yWv4n5e/Azc8GL3nR8Yn70GeduOOAXzxQ+9ET3saX75iOQi8RZo9c9O4edXbcCRv4YGPnw8AwTE+/u4zIkFYWkwNlBJQyTePf/XhZTh7fiu+c9NFwcsH0UziaN5CWxMAnQsFG4NHiokH8e/efCGYCzWrp1QXMnWC/SOlhJ0uaG+8lSBKYuWLDEfGS4mxV1tKR1t66uUqD6akVIeqFJGpEpCbQ9Xjg1r+Ep5IolHyVYqWy/CvL/w2MTC9xg+gwqHjfYs6g0HiL14/gqsv8I5PID4+f/9oS4Dj/GGs0sNu0XbLLhOtdH50SvCNq8/F8LgVDIA7skYwS1HNtxGVziHgPfD1tLcIr3Fn1kzMnvCw942mku1g/UWLUbDcyBK/r330XORSOgqWI70mpk7RlUuBEg8gK8ojA9Q/dv0Fwvxh+9/2w1eDvx2XBQ9t4XIevf6C4EGPp9/o25MMZ/CI5NiWpA2Oy3D3v72Ou//t9ci2qy9YhM9dthSOIEKuLLpmi6nhy//0Em7/g3MwPF7C0byFe3+8F5+7bCk++PV/T1yfqy9YhPX3/zL43duewXduugidWRO3/v7ZQhuklATLiYfHi/jk+96Gj56/MHK/dLemGtJe4xrKl6T+hq+mUFKabY2X+fxhrribUWowWS7DrY/tiVzjWx/bg0dCweGmorp92COELADwAIBTALgA7mGM3TW7tVJSOjGSzYzx72ymClX/SgiqXm7mypQEeDH9ACaVoOOVoO6VHmYrwWMrba90fmzGULDcyNuzO69YDjvg8lWe2Tve7ycoJZHZE1PXgkF2oyljasildNy+cze2ru1D2qC49bHJc3vH6mXI+ky8+DVxXIYvfHApNB9gLssju96i/LY7iV44syuLkXELX/qj38GCjhZpObL08DLQ8DYZuJ2WsT3Zd4Efuedn+PzlSxPbObswvo/luPjYhYsj9ydfflnuW9dw/Uu2U7UNWrYrvF8oIQ1pr2HxwCyy61+wjhNwpaQ0TVJQ9eaXrK9zj/Ma1/MrKxvAbYyxtwO4AMAnCSFLZ7lOSkonRCk/2mRvexTYzDlzaYMKt/O30DKoOh/0pXSKW1YtwReffAEfuedn+OKTL+CWVUsCKLsswIvlU9ddBuFMC/dHlaDuhgQOy+unT8N2EVSbb2cMkVD2gyN53Pb4noAZlvEjKobPz82rliATiojVYorPYUsNUbP47ElPewu6WlMNO3C2XRbMjKUNLTFL9tknnkfaoNi2rj9yTe5YvQxf+odfYXjcwqFRzz5E101mL7L8LmM4f9Hc4JvOrtYUHvjp62CMSe1Gls6XgVZ7bMNPf//Sbtx9TT92bnwXHvj4+Uib4nt2vGRjcCQvhLQv6MjgrqtWRNLuvGI5NErE4F0G4TEyJsXd1/Tj0esvwN3X9OP9S7uD5cLV2KAjuV+cJhhjDuVLUli1ThVEXal+VKnfU2p8mf6L/rDCn8BMVXU7s8cYexPAm/7fo4SQXwHoAfDCrFZMSekEaLzoYMdP90WWUW5/Zi9uXvU2dOY80LNo+6d+bwkA70FEFAyCP4hYjgtDJ7h//flBQArbdWD5UPXKM2vloeyV4K+EAndesTwYQAYzBf72ORlx/ef4Hym3Srbzj5grzSxWCiCT0oC5LUbk/Jg6QSr0OV3J9vKGv4UKp59MsuxJexgr2sJz+5sjBZwyJxochTPtPvHuM9BiamgxCebFQPOdORMMTIjasBlDxtQi+eflTLx5ZCIR4Gjbun60mJrQ7lpSYnvSKCLLQMO2/J2BQVy67NTosVtTSBsEPe2ZBH5h67p+/OjFg4l79poLFwGIQtrP6s7B0ClMjWCsaEeh5wYFgRiZ4LosYbfZFMWbR4v44pMvRM5Fe6b6b+1YhWBEjSxKvbfpouvfqSDqSnWkSoHRlBpfbWmCbev6E4G/2tInAWePELIIwLkAfj67NVFSOjHSKMGRfAl7D48HA+Mj/htowAsO0t4SvX3bW/QADTBRJnxve9YbBP7xtwYiA7je9kxFbIAeOr5wCVsowEk5qLvrAk//KvlNIIeqH83L0RC5NDCalweIaUtHZxbD9dOqrP+RvIvOFg1H8i5slyFFCeZmKI7kXWT9j6QdhsgMFi+Dg+9PJoWDzRwcLQqh4kPjJdguCx46uHrbPTj3os4WjBVcZAyKs+bnYLsMlBD8392DuPR3ThXiDP700rfj4Z+9gQ0XnxGgF4qWg96OLK66Jxk85dHrL8A3f7w3Us43f7wXf/GH75Da05/993Nw6tzJYCj8IbWr1cSH+3txRpc3e2hQgpd+exQtRhscNzkzzgOr/P7mZyJtv+WSJcFvDmn/4ofeibPm52A5DFt+8Gus7l+AFmgoOS62/ODX+F8SjAOlBM++PoRzF3Z60UMpwWjeTgR+2bhjoCbEhyyYkKE3/iDTdYGr7vk5PvW+M/HI9RfAcT3kRy5F1YOeUl1prODi9UPHInb67L4hdLR0Yk6m8v5K9a8jeRedOT0S2I1SFhl7TEV178kIITkATwD4DGPsmGD79QCuB4DTTz/9BNdOSak2VWuvKV0MZubLLFtMIkQztJg+FNxl+MKTL+ILT74YKXfV0lMAVMYGVIKWU0lwEj4zVwnqXmm7FA1x2STUXRbsAqgMJq0UXCWbotg7lIzOF4561syzHWFVY7OdWRN3r+vHDTsG8NQLb+GWVUsikS23rO3Dj148iP92dlfiumxaswztWQMHx0p48rlBXLa8JzmD54jt4XOXLcWH+3oSM3iu7LsHxjzQewxgLrOntRcswm2P78F968+DRhB8OM+B8VeFMBKb1izDqe1ZpHSCg6OW8PgLO1uChyZucxpFJG3TmmXImBr+8nv/hb/84DuEgYIs20nY7/ZrV8LUCDpymUi9Hvj4+cK61IL4EAUT2rRmGcYKNuZlWd0tP67WzxYKNizHs5U//dv/jGx75vb3qqAXSidE1dqr4zLc8sjzifRn/vS9M1U1pROseS0mXj48nhh7nDXvOCB7qPOHPUKIAe9B7yHG2N+K8jDG7gFwDwCsXLmyuUZZSk2nau21JPlmjs8aVYrKVQmtQAkRzr5wbIBlM+x+fSgxM/j77zgVgDcz+Mpvj+JhHy5N/e2LOr3RkeUwfH/PAenMneVMlh/en5dfKcBKpZnHSmDSSsFVxovyN6h8ANhM6IRyqsZmKSU4dW4am69cgVPmpPHR7T9DVy6Fr3xkBeblUtAowRXnLcB9P96LDyw7DQ9+4nwvuAchYPCuf8l2cc2Fi/G/v/dfCbt/eMMFuOG/LcKaladH7EmnBPf9e/Q6ftWfAZbN3Ipm8K65cLHU3h69/gJYrotT5qTx7Q0XBEGE1n3z54lvVr/4oXciMz+HIxOWsLxjeUs42/23N17oRSxlDL89WsBf/t0LeHb/EXz+8ncEdtrdmkIupXvgdU3DMy+9FczE88Aqvz1WSHzLt29oQlgXQqp/QKOUYH7b5PJaviz60FixphnCE6Vq/ey4Y1f0NUpKM61q7bVSv67U+BrKW8Kx3WM3vAunpab+yFa3D3vE64m+CeBXjLH/M9v1UVI6kao0a1Tpm7pK37wZGhHOHPKZtbRB0b94Hq4Owa3DUPeWlHh7S8ovX5dE8+QBZkxJ+eZk/YQzi1p1UPdK9ZuboYkZnq3r+jE3MznzF58hCUPrAaA9YwjX1tfyLVQzqS1lIGNqeOtYAV25FD532dvxmUefi8wErVm5AABwzTd/gcGRPL5w+TnoXzwvch3uWL0Mh0ZLAdNtcCSPXIqKZ7JTEoC5RoQzt4ZGcPHZ8xNRLCkRf7OVNijGig7eu+lHkbY+KsEutJgaHJehPWskvvO7+5p+mDrF+vt+mThGZy6NAyMTuPiOH0bKLNiOsH13/evLuOWSsyLcRkDsN7761CvYurYvMtN6x+pl0GocH+ZLTgTfwFXLDGE9qVCw8ZsjRXztqZcTtrLN/15PSameJFuxkqkhKJhSfUuG7rGd44sKXLcPewAuAnANgP8ghDznp/0Pxtjfz2KdlJROiCrNGlWa2ar0zZss2ma1nLuJorz89hZvZrBs+aUy5We9+om+0eIzb2MFycxdy6mYk/HqJ5uZa28BJiyCeYJ18RMW8dfFE+HM3xc++M7gfI/4s0jxWaW/+vCyupvpOBEayVvYuGMAn798KT51yZLgQQ+IznyF8Qerlp4aPJDzfJ994nl8/vKlwfeWve0Z5MvYiwxgLpu5FeW/77rzMPDa4cAewjPBGk3OgjNAeP9NlBzolGDLD36N9RctxoMfPx8OYzg8VsK8rInV234qvadE9zyBOOrm5y9fihv5d3ehhz1RGYfGih42QQBOr0XNNpMdZusdGi3h85cvRWfWxPy2NNKG+l5Pqf5UKMn7XRzfKj+lOlEl7NZUVbfejDH2YwBqbroBtOjPvl9T/te/dNkM1aR5VAm43Z1LCd/wdee8hwxb8s3b5/xv3ipFo6w0c0ipGDrOv9k7Xk6ey8T1//zlk/UXfZP4e/43id25FBZ1tUVm5sLnpzNr4qW3ionze/b8lmD/T11yVmLWju8PeDMaojr+xR825kzH8apkOxgc8RACX75yuXTmKzyjJJvB5nYe/qZOlE/KJGJMaJ+O5HgTJQf9i+fhL7/3X/jnFw5GZt127xtJzALft/68xKzupjXLMK81hd37hoSz5kUZbN2/50T3vK6Jo25y9l98Vk3mN1I6xa2PPRdJqxWGXsknNZrCNvXs/iPBy4Uf3f5etBp1OzRSOokl69f5t+xKja/uXEq4Yig89piKlEdTUqpDVYIdG4aGc7pzkZmp8JKu442mWWl/14V0RqWa/Y+3frLt/DukSuen0vnVdYpz5rfisRveBdtxoWsU3bkU9FD0wWab6The8fPx7P4jePNIXj7zFXpDKbODU+ek8YPb3gM79K2n7LsqmZ3IZvZE+eflTOzeN4T/efk78LnLlkZm9t7W3Ypr7v1FxNbX3/dLPL7xXZGZY4MSaBpB38JOMDA8vOECOK4L26nQBm7TAptkEIPbOfsvbmsyuwZQEZxeSdUC2BtF5XyQmtVTqkfJbFZ9X9o8qmbsMRWphb5KSnWqSrBjw9DQ096ChZ1Z9LS3RL7dyfrcsN72Sbjy1nX9yPrfrHEOXnh7PJqmCM7Mv5krN9MCTEbzTOyvR7+5i9ePf3Mn259/8zc3I96ff3NX6fxUc351neK0uRmc3pnFaXMzCWfLZzrCdWjkmY7jVfh83PnPLycA6pvWLENPexqGhiBdo0kI+NZ1/XjgJ6/hfXf+COvv/yUuPnt+WXuVpX/swsUR4P3H/OBAsvyLutpw9faf4T2bfoirt/8M/YvnocWkGBovCW39t0cL2D88gbV/83O8+44fYPW2n+K3R4twGcP+4Tyu3v4zvO/LXht+b+kpwfc28baGvw2L2+S8bCphY3esXoYnBvZLbU1k19WA06vRdJVTD6rkA5WU6k3KZk8OVRp7TKnMaaiXkpJSnclyiPCbtVPaugF4M3PlolFWiqZZ6Q2jZZfff6zgYmQsH5l5e/XgMXS0GJiTqbz/kbyLhZ2pyP6tMQ7eTKvZZjqOV+HzkbdspDSKr3/0XMxtMX0GHsPDP3sdHzl/YRDVseQgcp11jeLpF95E36JOPPr2UwK7/F9/+A6hvcrS/2IK6bJvPE+dkxbaeldrCoYfrdN2GQyNoitrQtMoWlIaHrn+Arh+WWmToj2TQlaLfidaCdodtzFCCDQC/NWHl53UtjYdquQDlZTqTcpmlaYq9bCnpNSE6syaeNv8OZFv1uLf/ImiUQbftGVMYfRDPgvRmTGF3wyGt1fafziXwUdi39RVu393LoUXD44ljn9Od+6Enmc+06HkiZ8P2zZwaLwATaMBooBfo0d/sQ8Xnz0ftz2+Bxee0Yl171oYXGfOr4tz8J7dNyS0V50i8X0cj9Ipym85jjC9M2MKv/HszJjQNCK09e8MDOLRgUH/W8/WyINXZzYtDJiQTuvoqXGJoLKxmVFnxpTagpJSPUrZrNJURZoJALxy5Uq2a9eusnlqDSaiNP2qkwAts/5KvBp7PR65LsPQeEk662RZDg6OFYXftAFeaPKhfEk6CzHb2yvVvwnVUDZr2y5GiyVMlNzI7Oto3gWl3ltqx2XImhoK9mSeuf4MLf9taAQlh2FOhuJYKD2XpsiXGAyNoGBNpntLlQkMyiLltGUohscdzMloGC+6CbsqZ29xW8ulNYwV1GxuFZr1E1POZiv5GKWTTnVtr4CyWaWEqrJZZSFKSk2qSjMC/Js2mSrNQsz29kr1V5pd6TpFu55Ge2yGq62KZbaypbitsfQ5mdrK4fvPFZhNOXsT2VqlYyvVv6Yy06qkNJtSNqs0FSmLUTrhUqgGJSUlJSUlJSUlpZmXiuGjpKSkpKSkpKSkpKTUhFIPe0pKSkpKSkpKSkpKSk0otYxTqe6lln0qKSkpKSkpKSkp1a6misZJCDkEYN8MFD0PwOEZKHe61Qj1rJc6HmaMXTqbFQjZa72cE5lU/Y5f01HHerJZmRrhWsyEVLvFqkebredrpeo2NU1X3erRXmWq5+sxEzrZ2gtU1+aqbLapHvZmSoSQXYyxlbNdj0pqhHo2Qh1PtOr9nKj6Hb8aoY7ToZOlnXGpdjeO6rnOqm5TUz3XbaZ0srX5ZGsvML1tVt/sKSkpKSkpKSkpKSkpNaHUw56SkpKSkpKSkpKSklITSj3sVad7ZrsCVaoR6tkIdTzRqvdzoup3/GqEOk6HTpZ2xqXa3Tiq5zqruk1N9Vy3mdLJ1uaTrb3ANLZZfbOnpKSkpKSkpKSkpKTUhFIze0pKSkpKSkpKSkpKSk0o9bCnpKSkpKSkpKSkpKTUhFIPe0pKSkpKSkpKSkpKSk0o9bCnpKSkpKSkpKSkpKTUhFIPe0pKSkpKSkpKSkpKSk0o9bCnpKSkpKSkpKSkpKTUhFIPe0pKSkpKSkpKSkpKSk0o9bCnpKSkpKSkpKSkpKTUhFIPe0pKSkpKSkpKSkpKSk0o9bCnpKSkpKSkpKSkpKTUhFIPe0pKSkpKSkpKSkpKSk0o9bCnpKSkpKSkpKSkpKTUhFIPe0pKSkpKSkpKSkpKSk0o9bCnpKSkpKSkpKSkpKTUhFIPe0pKSkpKSkpKSkpKSk2opnrYu/TSSxkA9U/9q+bfrEvZq/pX479Zl7JZ9a/Gf7MuZbPqXw3/Zl3KXtW/Gv9VpaZ62Dt8+PBsV0FJqWope1VqNCmbVWo0KZtVaiQpe1WaCTXVw56SkpKSkpKSkpKSkpKSJ/Wwp6SkpKSkpKSkpKSk1IRSD3tKSkpKSkpKSkpKSkpNKPWwp6SkpKSkpKSkpKSk1IRSD3tKSkpKSkpKSkpKSkpNKH22K1Cvcl2GofESSrYDU9fQmTVh2w6OFGyUHBeuy6BRAkoAXaOwbBeWy2BQAp0SgACWw2D7aaZOMV5yoFOCXIrCcoCi7cLQCCyHgRCAMcBhDBrxynDBoBGKkuOChranNAqHAZbjQqcEaYOiaHnH1yiBSQkMg8CygZLjwvHrQAgAeHV2GPPKC7XDZYBOCYq2C40SGBqB4wKUACTUHp0SpHSKCb89lBK4fnmUAq7rlU8JQUanKDkMluOVSQigEQJCCCzHhalrmJPScGi8FJTdkqKYk06BUjLbZqA0C1r0Z9+vKf/rX7pshmqiVIvCPjNjarBdBuZ6kaEtl8FxGUyNer4GzPMTLoOhU2iEIG85MDSKrqzp+dlQOZbtIpemGCu4EZ9asF0YlMB2J31tR8bEqOUgYzAczU/mN3yf1ZrWkC+5kz7XZaCUoD1DccTPr1OCzoyJobznl+Zltci2uRmKw+OOMP1I3o3sy9PHLaDN0CPpnRkTuk4xYZUwWogeO532uudCwU6UNWERtGcMjOQtuK63n+My6BpFR9qI5O/KmtB1LdGfcf8q6utkvjdel3A9m0Hhc5E2KAhB1FYYQ1qjnk3G+naDEmRMiolQftfvzyklYH6fyO+FjOHbtuMio9PAhnk/yRiQNqg/3pi0U5MStKQIjua944Ah6PsNSkAoYNks6Nv5GIPfP/w3v4Zpk6JQcifz6wSWzYIxgcMY0roGACjZ3jF5/TozJoYLlteXaxQa9e5jbndHi07ErhzHxcGxYqSvnyi6Fe1OaVLNfg8qzcw1VhYikOsyvPTWKDY8sAuDI3n0tmfwwPrz4YLh0GgRt+98Pkj/+tXnwrJd3PrYniDt7nV9cBlw40O7g7Qta/uw46f78JO9Q9i2rh9pg+LxX76By5b34OtPv4KPXbgYn31istzNVy7H3BYDh8dKuO/fXwu2d+VS+NNLzw7q8P6l3fjUJWdh446BYN9Na5ahqzWFouXghh2TdbjziuX45o/34pPvexsKlovbHp+s8x2rl+FbP3kN6y9ajL/+x5dwaKyILWv78P09B/D+d56K1rSOj9+/S9iezVcuh6FTbPnBrxPt2LK2D19/+hX88wsHgzqkDYpPPvwsBkfyuOG/LcLlK3pxY6j+W9b2YazFQc/cFuX8lZQaQGGfyX3Uff/+Gm5639uQLzkRn/mNq89N+J9Na5YFfmfrun48+dwgfvH6kcDXfep9Z+LtPXMjfmLTmmX4zu4D+HBfT6T8bev60d1m4LUhK5F/12vDeM853Qmf+/T/+27snUAk/9Z1/TijM4UDR4rYO2QLt+0dKgrTXxkaryl933CynCWdWQAQ7jO/zcCLbxXw1adejrTj/Uu7ccslZ0Xy37f+PNi2iw0PTqZtv3Ylzp7fCgCJvo5vi/veQsEW1mVJZ7YpBptxG/4/H1mO0YIdsZV4/xvuC4/kS7jlkrPwtdg14f15a0bHyLiF23dGyxGVyfvjW1YtARAdS2xaswzzWlPY+cs3sOrtpyTuo86ciS//00tBn8v78ctXNu7bnwAAIABJREFU9GLgtcPoW9SJm0Ll8fvt7n97PZL/4rPnS9t8x+pleOaltxJ9N7+Pu1rNhB1+e8Pv4kjeTvT1fBwhszulSTX7Pag0c9dYLeMUaGi8FHR+ADA4kse+4QnsH84HDo+nj4xbwYMeTzs4WgqcM0+76aHd2HDxGRgcyWPjjgHsH85jzcrTcdNDu7G6f0HQMfD8tz62B4RQ3L7z+cj2je89M1KH1f0Lggc9vu/tO5/H/mGvHuH02x7fg9X9CzA8bgUdBN/22Se849y+83lsfO+ZQZ3XrDwdn37kORwYKUjbc+tjezAybgnbwdsXrsPwuBXkWbPy9MCow/sUbe8Nq5KSUv0r7DO5j1rdvyAY3Ibvb5H/CfudG3cMYM3K0yO+7sIlXQk/cfvO57Hh4jMS5W/cMQDLhjD/h/p6hT43ZRiJ/DfuGMCRvItsSr5tJtOH8iUM5UvCbZYNbNwxkGjH6v4FifyDw/ngQY+nbXhgF4bGS8K+jm9LXGNJXYbyzeGn4zbsuEjYSrz/DfeF/NzL+nOdasG+4XJEZfL++MaHduPwWLQfv33n8xj0xw+i++jASCHS5/J+/MYdA1i19NTgQY9v5/dbPH+5Nn/2ieeFfTe/j0V2WLSZsK/n4wiZ3SlNqtnvQaWZu8bqVYBAJdsJTjRXi+ktYxClV5M2OJKH5r+xGhzJo8XUoFGCwZE85mYMYX5KkNgezyvbl9c3nj43YwjbET5OOA+vY7w8UXtaIG43L09UN16+qO0l20m0QUlJqf4U9pkiPxKWzD/G/U7Ytzkuk/pUUbotye8yJvS5svy2vwy1lmNMZ3qlY1fTH8jON/ev5baFVameja64DVfT/wJJe63Un8fLkeXn6aK+Nzx+EG1rgRZJ43kZk99HovyV2lzpPg4r3H7RsWV2pzSpZr8HlWbuGquZPYFMXUNveyaSNlFyMFFyhOnVpPW2Z+D4F6u3PYOJkgPHZehtz+BI3hLmdxkS2+N5Zfvy+sbTj+Qtaf14WUfyVqTOvLxK7ZHVhZcXzsvFyxe13dSTD6xKSkr1p7DPDPuRWvxj3O+E/YlGidSnitJ1SX5KiNDnyvLr/jfYtRxjOtMr7VNNfyA736auCfs6vi2ucnVpBsVtuJr+F0jaa6X+PF5OuX5T1veGxw+ibfE+l+clRH4fifJXarOs3qJ9wu0XHVtmd0qTavZ7UGnmrrF62BOoM2ti+7UrgxPe257Bwo4WLOjw1qSH09uzBjZfuTyS1t1qYuvavkjalrV92P7MXvS2e9+ULOjIYOeuN7BlbR+eGNiPO1ZHy9185XIw5mLTmmWR7dt++GqkDk8M7Me2df2RfTetWYYFHV49wul3XrEcTwzsR0fWwJ1XROt8x2rvOJvWLMO2H74a1Hnnrjdw11Ur0NOelrZn85XL0Z41hO3g7QvXoSNrBHl27noDW2P137K2DymdoDNrztQlVlJSmkaFfSb3UU8M7Ed71kj4TJH/Cfudrev6sXPXGxFf95NXDiX8xKY1y7D9mb2J8ret64ehQ5j/u7sHhT63aFmJ/FvX9XuBVYrybTOZ3pkx0ZkxhdsMHdi2rj/RjicG9ify93ZksP2aaNr2a1eiM2sK+zq+LXGNJXXpzDSHn47bsEaRsJV4/xvuC/m5l/XntusE+4bLEZXJ++Ota/swLxftxzetWYZef/wguo962tORPpf341vX9ePpF97EltjYhN9v8fzl2nzH6mXCvpvfxyI7TOlE2NfzcYTM7pQm1ez3oNLMXWPCWPNM/65cuZLt2rVrWsqqOhonBXRaYzTONIVli6Nxun7Ermqicdp+hMu0SVEsyaNxun5En3A0TpexINKWRqYYjdNyoJPaonFSAtD6iMY566/CptNem0kqGqdUdW2zlaJxui6DEUTj9PKHo3EWLAd6jdE4i7YXkbjaaJz5koPcNEXjHBp30KmicVYKGlDXNhtXpWicrt//TikaJxgoSHAvpP1onLbjIh2Lxsn740rROPm4wPa3HVc0Tr+uZaNxOi4IktE4bceF0RzROGe9ApXsVUXjbH7VeI2rslllIRJRStDVmoqkmaaObnPqp2ze8VaqnLIzWfjMq+c4zquSktLsS+Qzp6ouQ7yca05GmJwQ7xhzaUkGib/MxvL3hDrY+Db+W5beE+ucZekA0Kan0SZpWzqtS8uSnW/RMWR5a7luoro0k4Tnooq+Ndy3t5+gvlhq22UkvX+Oo86nlbGHrli/TqmGnvaWSFrsp1IFNfs9qDQz13jGlnESQu4lhBwkhPxnKO0LhJADhJDn/H8fkOx7KSHkJULIrwkhfzZTdVRSUlJSUlJSUlJSUmpWzeTrgfsBfB3AA7H0zYyxL8t2IoRoAL4B4PcBDAL4JSHk7xhjL8xURWWyLCey5KAtQzFWYCj5SxINSuD4yyFNSmD7yyAcxmA5LFjWweAtBYkvnwgvkyzaLlL+Ug4SWpphaBQ6QbAsNG1QFKzJ5T4Z01vKZFDv/6BsfymG7TKkdAoCoGBPwlut0JKgkgNMlCb3bU1TlPxlpnwpR3jJk+YvVS36IFVetu4va9VAIsdIhZawpg0K2z8HDvOWsnRkTBwtlpAvTS5LYQBSVSztsG1vWQiHupoGQaFUV8tClJROGvFlcK7rwvGXsfFlXy4DsikKlyGy7Dyte2klxw1g06YOjBejyxoBCJdADk+Ugn35Ms7hgoWUTgJfaVACXacolLyloXzZPfeBo0WG1hQRLsm0XYY5GS1Sn3JQ9aMFllhKyZdethpaog2jloO0wXAsVA5fDp8xNbRo0X34tvhS0a6sCdPUpUuAwr7S0Ci6cynoOpWmi3QyLCGzLAeHxkoglAGMRPp7Q/f6F5sx6MT7JIP3leFPHCzHBfW+mwgg6qZGkTYIJkqusB8vWN7557aZ8u8Ly3EjfXh46SXfP5eisF1EymxNU4wW3MSyzPgnI3xcwpdxtmYoRmO2SECC+zg8hgkvreb9e9F2wZgXVMllAGMs6I8BTC6TNSlKFgMDq6nPl0lmx7UsU24EnQz34MmuhoKqM8aeIYQsmsKu5wP4NWNsLwAQQh4B8CEAJ/Rhz7IcvHhwLOBdyODlGVPDlh/8GusvWox5ORNHJqwoYP2afpg6xU4foH5TDLT+/T0H8N5z5gdw4DBAPSjDh7QPvD6E/sXzErDFzqyON48WArbf+5d24+ZVSyLHkgGIt67rR1tGx9rtPw/SOPT9r//xRXzswsX41k+SdQpDkMN/iyDzW9f24UEfOnv7pefgcAxMf/e6ftiui28IoOzlQKu27eLFt0YT14TXRUFalZROnDiUevO/vJS4j8OQaEqAG3ZM+qZ7r1uJoyG/KQODFy03cq9v833XgZF8Aqo+PJZHey5TNYR9sQSQftpcEw//dBDvffv8GYWqx8vh5+szv38WXBeRdgfn0gd4c3g2B+/KgLy/HhpPnL+zurJ4+VAy/Zz5rYkHvpMB6GxZDl46OIavPvUyrr/4THzm0eeCtn7j6nOhURo5Vw9t+F0cm7Ai0POta/uQS2uYKDo4VrADW+N2PfDaYWk//taxIjbuGBCCzMsBy0X9+NZ1/RgZy2NuNh2A4UV9+Za1ffj6069E7ChsV9zePn3JErgsCniPA9nvvW4ljuVt3PPMq8K+PKVTXHvvL4L2icY7U+m3RWOBbev6cXZ3Dr8+PB7wE6dafr3oZLgHT3Y1E1T9ZkLI8/4yz3bB9h4A+0O/B/20E6qDY8UI2FAGL+cw8dt3Pg9CaAKwfsODAwEANQ4z5fDSMBxYBGTlkPZVS08VwhZdRiIQ99X9CxLHkgGIPUAvi6Rx6Duvi6hOYQhy+G8RZP7GEHR2UACmv2HHAIYlUPZyoNWDY0XhNeF1UZBWJaUTJw6lFt3HYUj0wdEoJPrASCHiM2Rg8Pi9vnHHAEo2E0LVz+xuqwnCLgObF0oMH+rrPeFQdX6+3jqa9HHBufQB3uGyygF5Refv0Lg4/eBYMXl9TwKgM+9TVvcvCB70AK+tw+NW4lxZNov0vby/06mGg6OliK3xa1auH+fli0Dm5YDlon78Rv8+CIPhRfcm3x7eL/yb78fHIfFjhIHsB0YK+Myjz0n78n1DE5H21drnV7puIjvmD3rHU3696GS4B092zdQ1PtEPe1sBnAlgBYA3AdwpyCN63SINGUoIuZ4QsosQsuvQoUPTU0skwYbl4OV8G5VAQ8sBUHl6OcA6h+JyIHC8jDhwuFYIavwFV7xd5aCv8b/LAeXnZgzp9vDx4ttkoFXLcSvWq94grTNlr0pKM6VqbZZDqWuFRMd9Qi1gcJnPlYFpa4Ww2y6T+t2ZhqqX85dxcP2018lxEVcjAZ2n6mdlsHpAbIMy+3MZk9p1Nf14uXuoHLQ9nhZvT6W+vNzvcn17/ByVGy+F21drny+TbCwgs9lGHRc00j2oNDU1BVSdMfYWY8xhjLkAtsNbshnXIIAFod+9AH5Tpsx7GGMrGWMru7q6pq2ucbBhOXg53+ZKoKHlAKg8vRxgnUNxqQSIGgcO1wpBjdtQvF2VYOnhv8sB5csB3ctB2WWgVUOjFetVb5DWmbJXJaWZUrU2y6HUtUKi4z6hFjC4zOfKwLS1Qth1SqR+d6ah6uX8Zdg3z0idtOTQoJGAzlP1szJYPSC2QZn9UUKkdl1NP17uHioHbY+nxdtTqS8v97tc3x4/R+XGS+H21drnyyQbC8hstlHHBY10DypNTU0BVSeEnBr6+WEA/ynI9ksASwghiwkhJoCrAPzdiahfWN25VARsKIOXc5j4pjXLwJibAKzffU1/AECNw0w5vDQMBxYBWTmk/ekX3hTCFilhEYj7EwP7E8eSAYg9QC+JpHHoO6+LqE5hCHL4bxFkfmsIOtsrANPfva4fHRIoeznQancuJbwmvC4K0qqkdOLEodSi+zgMie5ujUKie9rTEZ8hA4PH7/Vt6/ph6kQIVX/14LGaIOwysHnaJPju7sETDlXn52v+nKSPC86lD/AOl1UOyCs6f11ZcXp3LoliOBmAzrxPeWJgP77ykRWRtnZkjcS5MnQS6Xt5f2e7DrpbzYit8WtWrh/n5YtA5uWA5aJ+fKt/H4TB8KJ7k28P7xf+zffj45D4McJA9p72NL7ykRXSvnxhZ0ukfbX2+ZWum8iOt1+78rjLrxedDPfgya6Gg6oTQr4N4L3wEDRvAfgL//cKeMsyXwdwA2PsTULIaQD+hjH2AX/fDwD4CgANwL2Msb+q5pjTDanm0Th5BEoejdNy3ABgOm3ROB03gLUGMFMfkltLNE5eV1MnKPlgVdOP5FW0J+GttUbjDANWNR/6XvKjXvGyOWS++micHjQ2HI1T848DoKrIWTwCF4e61hCNc9ZfhSmoulgKqi5V3dusLBonJYATi8bJQdDhaJwcNl1P0Tgdl6HtBEXj5P5bFI0zvm2q0Thtx4UuiMYZTxep2aHqQDIaZ7i/rzoap+uCYjIap+tH1i4XjbNoeec/Ho3TdtxIH67JonEyRNJk0Tj5//FonPw3j8YZtrdaonGWbBcu82YonCqicQKspj5fJpkd1xiNs+7tVUXjbH41FFSdMfZRQfI3JXl/A+ADod9/D+DvZ6hqVcswkgDQ1imATAHUNfQ8i5kHwVYCynfq6SmdI12nOG1ujBRbx+daSamZVTWgu4p7dK4AtiwCzXa3JZ1yOdCzsDoVAOmi+kwXVJ134uX6FhlgV5QuA/IKfWWZdJFOBqCzYWg4rb3M+TjO/mXa+lpRObG0tuoua0KCW0oqKahdoqr8wxQks+OqfVKD6GS4B092NRRUXUlJSUlJSUlJSUlJSWn2dNK9HghP6WdMzVtuaLsghEAjgKl7yyw8Hqq3hCMMUGdsEhCcMbylFyl/SYYQPO4vu+BLJTiMXCMkWE6hUwKdLw+JQVZ5eWHAqkaj+8aXVqQN7xm+aHtLTvVQXXRKoGsEjssiyzIp8T5yDi9H4UtFeJ1TGoXjLyvR/OMyhqBtwXGtSWByi18G8Zce8XNjaAQlf6krr7/Ll4hqHpRWtPQjfM3iSzJKJRuHxpPLmpSUlGZersuQL5VwJO9MLlXXvQVgJd+vpHXPh+jUu+cJAcAQLOk0KEEmRZAvesvAKfepjKGjRcPRvBuBQhsaRUuKYDSUzpj3Nn9OOrosM2NSjBYcZPyl5BZf3qlR5C3xkkz+O2tqEd/oLcsEWgwI9wnvq/ufAKQ1A47DIstz5mQojuZd6JQCYAE0O1hCyhg6W6L1yqUoxopuYhlnS4piTjqFUsmpaZlXtVB10fVt9CVkfDxAwLzPITQS2AbvwwEg5X8WwQHpBiXe4ikGpPxPIwr25FjBNAgmitGlneMlBxnD67/sWD+eMSnyof7f0AmY319Ows2JX0eKjOmVz+8PXl/T3zf8WQbvx/lyTt7nt5gUEyU3+B3vz3l+QgAzNjbgwHTT78cZYz5QfXLMEd4f8M6l7boBQN3UKXRKYNluYrlneJmlaBkmgKqXZjbbuEAt42x+NRRUvR7Fob8bHtglhJZuXdsHAPja06/gE+8+A7c9PgkGDwPUOZz05lVLsO/wKBZ1teFrT71cFjweBqjzNA4r/fMPnIOxsUnWUhAcQCdYf7+4rhHQKUhk33uvWwnLYR7jT1CXzVcuh6FT3Pzws8H2v/lYf4QZxOsw8NphnH3qHCGMmNfh5lVL8P09B7B65QJYNsMNIRD9zauWBEDXOMj1+3sO4PeWnoI5LQY+fv8uYV1FINZwHTgg1bYdvHQoCaI8uyvb0I5dSakR5LoMo8Ui3hiOQcbX9qE1o2Pd30zevz988S1ctrwHX5f42a7WFMaLNr7h+9rPPvE8tly9AkfzmtDPcrDzxWfPD9K/cPk5CXD1lrV9+NGLB7FycUcCVv3OnpwQkD4ylseTz7+Fde9aGLBL+bZyUHVxOoTpzHVw08PPRfweB7obGhXuY1kWhiesRPv0ecDrgvwyIK8MRh2HqkuvbwMDnfl44P/u3o/Llvfg+3sO4PLlPZE+cNOaZThlTgqjReDwaDFiN3desRzf/PFe3LJqCUyd4M+e+E8cGiviwU+ch4Ox/lxme3esXoZnXnoLl6/oTfThowUbn37kOWG/uG1dP7733CBWvf2UyP3zzY/1o+QgcY0GXjuMvkWdATydA97D+eL9eficAFGYOq/3Zct7cNNDu4V9M+/jLz57Pr71k9fwyfe9DQXLjdRXNBYJQ8/DYza+/YGPn4+i7VYFSi+V7KYaFyioevOrmaDqsyYO/R0cEUNLD4950NDV/QsCh8S3hQHqHDJ600O7ce7CzgBCWg48Hgao8zRejk41IUSRECqtawR0Gtv3wEgheNAT1eXWx/ZgZNyKbNepJgSmrlp6qhRGHD4Pa1ae7h03BqIPA13D+/J9bn1sDw6MFKR1FYFYw3k5IPXQuBhEeahB4alKSo2kofESxgoCaPhDu2E7iNy/a1aeHvgFkZ/dP+wBrMN+ozOXlvpZDnYOp4vA1Tc9tBsf6usVwqqPSYDnZ3a3YcPFZwQPeuFt0wVV78ylE36PA91HJfvMn9MibJ+sHTIgbzkYdVXXt4GBznw8wO1xzcrTE33g7Tufh041DA7nE3Zz2+N7PMD5Q7uhUS24dqL+XGZ7n33Cux9EfTh/0AvXhR9jo2/z8ftHk4wlVi09NQJPF4HZ4/05/5+Pi0T15veFqG/m+/Nyh8etRH1FY5Ew9Dw8ZuPb9w1NVA1Kb7ZxgYKqN79m6hqfVK8COPQXKA/uLQcEbUE0DwehVgMeD4PTw9sdCWSVv6SqpmxRO8rlj4ONqQQOy/y6yWDEvG7ekk0xRLYS5D1eF1ldywFYFWxUSWn2VO4ejPuxsB+U+VkAga8FysOuRf5JBq5mkvRy/mMqIPZa0/nfYb8XTp+uY8QlhVHHoOrN6GP5eIBfX9l1dgSAdL6N2yMlCK6drD+X2aTouNX04aL9KvXjfP9yY4r4OSkHUy83npKNeeJ5RP0/h56Hx2yVzo0IlN5sNtts7VFKqimg6rMtDv0FyoN7qwGo8/85CLUa8HgYnB7erkkgq/zalitbBDotB+INtyUsVwKHJX7dZDBiXjfHZVKIbCXIe7wusrqWA7Aq2KiS0uyp3D0Y92NhPyjzs2FfC5SHXYv8kwxcTaYASJ8KiL3WdP532O/xb62n8xhxSWHUMah6M/pYPh7g11d2nTUBIJ1v4/boMgTXTtafy2xSdNxq+nDRfpX6cb5/uTFF/JyUg6mXG0/F73VZOaL+n0PPw2O2SudGBEpvNptttvYoJdUUUPXZFof+9raLoaXzch409ImB/bjziigYPAxQ55DRLWv78Oy+oQBCWg48Hgao8zReju06QogiY660rhHQaWzfnva0B3OX1GXzlcvRnjUi223XEQJTn37hTSmMOHwedu56wztuDEQfBrqG9+X7bL5yOXra09K6ikCs4bwckNqVFYMouxoUnqqk1EjqzJrIpQXQ8LV90DVE7t+du94I/ILIzy7o8ADWYb8xNFaQ+lkOdg6ni8DVW9b24bu7B4Ww6jYJ8PzVg8ew/Zm92CLwjdMFVR8aKyT8Hge6t0r2eevohLB9snbIgLzlYNRVXd8GBjrz8QC3x5273kj0gZvWLIPtOujtyCTs5s4rlnuA87V9cFwnuHai/lxme3es9u4HUR9+11UrEnXhx9jm23z8/nEkY4mnX3gzAk8Xgdnj/Tn/n4+LRPXm94Wob+b783I7skaivqKxSBh6Hh6z8e0LO1uqBqU327hAQdWbXw0HVZ8NVQNPrTUapx0Cqro+QJ36gOCZjsZZtNwArj7VaJw86hc/rk6mIRqn6wqjdx1/NE5AIzhR0Thn/VWYgqqLpaDqUtW1zdYUjVPDZKS+MtE4Nd/PiaJxMsagq2ic0xaNsxJUfYrROOveZkXROLk9iqJxun7b49E4i/bkWGFao3H6AHdKvftID0fjpABzJ+8fkxIYsWNPZzRO3n9PNRqn47rBTL9Rn9E469peARWN82RQQ0HV61XVADZnGjAuVT3CwKejTtNQRjVQVNPU0dOAEbaUlJpBlBJk06kEZHwqkkGdc5J0Wf54XToq+KJyUHVZXtk+on0NIwlCl7UpvH+8rDk+4L0WqLpM1ULVp/P61otmErjd3hL9Pa/SDjX2k/Hyy26TlD1rY50aJLtG1V63ZhsXKKh682smrrGyGCUlpYaWmglUUlJSUlJSUhLrpHzY48tWAA+Snk1RGNRbjhNeeqARkoCoUkJAABRsF1lTQ8n2lizqoaWaaYNCp8BYMblEIqVTGBowXnQjIFTN37cYArO6YKAg3rIPl8HUKDR/+ZOhEZg6wXgxuXyUL1dK6xQugJLt+suVSAAvp8RbWmLowHhhsg06JSg5LjRKoREE9UmHlj65/nH4Eixd82aRw0tJDc0/HzZDiZ9DjSJlEBRLbhQQa0xCYE2NQqMEecvx8uvEXyJLIktGREs31PIGJaXZlWU5ODhW9GDPsWXwDmPIGP7SsYQP8ZZS8iWMBRsoWNFlbVmDJJZMOgAKJaDkuIGfniNYSpn2l8GXHBemRkEJEksm40sv52YoDo87iC/pDG+TLf2M55+ToZgoMmRTyTYcHnfQltaEIGwGoCW2xI8v/eTHCEPmNUrRkTYSflDXKQ6NFX3f7vUR7ZmU54eLNg5PTOaf12IilYr6Tb6UrsVgkfo3g4+1bRd5uwQKwHKBojUJTzc1ClPz+iq+7DeXphgvsuBc8r61YHn9PSUEGZ3Ccif7cw4it/ylwLxPdVwGUyeRYxoaRdogGC14tpdLU4wV3MjnISXHBSVeH+td+8lPPIxYP5/2PzNxQscNf3bC8/HffHknLye+FDVsg/GxR4tJMVZ0grpZDgu2eZ+isKBMw18yzBjzlhH7x+nOpaBpNFimWe1yT5mabVzQbO1RSkpB1adBHCL7VR/OOzyWx6pzurB3qIgnnxsMYL83ve9tyJccIUR1/UWLseu1YbznnO4IaJdDRK9792L85mgUeMuBpX/yB2ejZLMIxHbzlcsxN2ti/X2/DNJ4QJjRvI1bH5uEkHKY6tp3LcJbo7YUMvyrA0ewoDObgMZ/zYeq9rZXhq+H/75v/Xk4Ml6K1IW36Yb3nInWtB4Bo9933UoQQnAoBqLdtq4fu3xQ+1//40voajUTcFdRHbpaTdy8aknkfIdBqgo2qqQ0u7IsBy8eHMPXnnpZCEtf0JHB4JGi0C+uv2hxBBht6iTiTx7feAH2DpUS9/f8NhOvHhpP+JgFHZNgcxHwOQ4wLwdIH9h3BO25TA3wdHH6ohrzP/ncIEYmbCHQfW6GYu+QlfD/Ipi8B2hP4Yq7fxpp//w2G6e1poV+86x52eCBj4Ot57Zo2DtkN5WPtW0Xo6USTAocK7oYKzoRePr7l3bjllVLAs6cCEb+javPhUZppE/fsrYvAJjzPJSQCJh8y9o+nDInhUNjVgLYvm1dP37wq7fwH785WrZ/FMHX48feuq4fX3vq5cjvJ58bxMVnz4+MG/i9eMslZwUQ9vj4ZsdP92HpqTn0L54nHXv88Fdv4dGBwUQ97rtuJYqxsc+2df1IGxTXhcY+29b1o8XQcO19v4ic4ziQXQZSD6vZxgXN1h6lpBRUfZrEIbIcznvuws4AdhuG/Y6MW1KI6u07n8eH+noToF0OEbUdSIGlB0YKCYjtrY/tweBwPpLGYa784Yqnc5hqyWZlIcMXLulK1P/GEFR1cKQyfD389+BwPlEX3qZPP/JcAow+OFLAfgGIdmMI1L7xvWcK4a6iOnDYazhfBL6qYKNKSrOqg2PFwCeJYOkAkfrFODA67k9EPvXGHQMo2UzoY8IAcBHwOQ4wLwdCP7O7bVrg6TLguSz/mpWnS4HulGhC/y+CyXuAdjfR/n1DE1K/eXhi0m9ysLXrJq9fo/vYg2NFTBRdb7bSQQKezqHpkd+xczA8biX69Jtife3wuJXm28NgAAAgAElEQVQAk9/00G6UbCYEtm/cMYAP9fVW7B9F8PX4sbmdhH9z2LnoXgxD2OPlbrj4jMDGZGOPD/X1CusxKBj7bNwxgP2xsc/GHQPYNzyROMdxnyIDqYfVbOOCZmuPUlINB1UnhNwL4HIABxlj7/TTNgH4QwAlAK8CWM8YOyLY93UAowAcADZjbOV01YtDZMNQdKB6ACjfrxwgVQZVrRUsSiWAVM1/kxWuTzwPh73L6gBUB27lf1eCysbrz3+L9okDXqutgygfB6kq2KiS0uyqEvi8nE+K3+dxfyLzqbIyw/6gHEBalD9eDv+73DFmIj3s52X7xNsm65fifpCf42r8JgdbN6OPtULweG/JbLSfi59fkS1V6kfL5XFcObCdMVbRdqs5tui3DCDPj8fKjG9cVv4+5xHeqz0HorGPaDxRrv+Xqdlsttnao5RUI0LV7wdwaSztXwC8kzG2DMDLAP68zP7vY4ytmM4HPWASIhuGonOIYTUAUL5fOUCqDKpaK1jUlQBSOTYhXJ94Hg57F9WBqxpwK/+70vmI15+DkUX7hAGv1cDoy+XjIFUFG1VSml1VAp+X80nxez7uT2Q+VVZm2B9U42PK+Y/pBJvXku7433CV2yfeNlm/FPeD/BxX4zc52LoZfayh0eAai+Dp8fMrsqVK/Wi5PBqVA9sJIRVtt5pji37L7Iofj5QZ31BS/j4nHmuh6nMgGvuIxhPl+n+Zms1mm609Skk1HFSdMfYMgOFY2j8zxmz/588A9M7U8WXiEFkO531231AAuw3DftuzhhSiumnNMnx392ACtMshoroGKbC0pz2dgNhuvnI5ejsykTQOc918ZRRCymGqpk7KQoZ/8sqhRP23hqCqve2V4evhv3s7Mom68DbdddWKBBi9tz2NBQIQ7bYQqH3bD18Vwl1FdeCw13C+CHxVwUaVlGZV3blU4JNEsHSASf1iHBgd9ycin7rV/7ZP5GPCAHAR8DkOMC8HQn/14LFpgafLgOey/Dt3vSEFurvMEfp/EUzeA7TTRPsXdrZI/ea8lkm/ycHWlCavX6P72O5cCi0pirkZCl1DAp7OoemR37Fz0JE1En36llhf25E1EmDyLWv7YOpECGzftq4f3909WLF/FMHX48fmdhL+zWHnonsxDGGPl7v9mb2BjcnGHt/dPSisR69g7ON9X5tJpC3saEmc47hPkYHUw2q2cUGztUcpqYaEqhNCFgF4ki/jjG37HoBHGWM7BNteAzACb2XF3Yyxe6o5XrWQah6Nk8CbIasUjTMMUa01Gmc80lU4GmcYhMqjcZZCYNZwNE4epatsNE4/8mc8GqflR51T0TijZlaNTc2kFFRdrFpRCrWqgdELdW+z5aJxuj54ORyNk/q+S0XjPDHROC3/epzAaJx1b7OyaJyu32fJonFaIdvm0ThdxkBC0Th5fx6Jxun306JonK7LoDdQNE7qQ+GbKBpn3durisbZ/JoJm52Vhz1CyOcArATwR0xQAULIaYyx3xBCuuEt/bzFnykUHeN6ANcDwOmnn96/b9++6W2EUrNqVpy6stfKUg97UimbVWo0KZtVaiQpe1VqNFVlsyf8dQAh5GPwArdcInrQAwDG2G/8/w8SQr4D4HwAwoc9f9bvHsB7I1JNHeJvKcOsGP6mLm0QTJQ8lk5Kp3Bdb7bPjeXTNe+NGH/zmtZpwMUzKEHKoMH2yBtYQkD5LFrorZrhz14Z1Ju5K9kswvrTNQLbDb3FowQZk2DMf9PI0wjxZtocxoLvERzGAIZgRpG3c6zoRt7elRw3OB98ti8fsPoobNcN2pHSNdjO5MxgV9bEkaKNguV4by9NCgKCfMlJvI3j16Fke7N4tuO99UwbGuZlU1W9tRNd15KdPFa9aCr2qqQ0m6rWZl2X4dBYEQVrclUBGAt8pq5RGBoJvhXTKUHB9yuGTjFRcqD5s11HQ7NHbRmKfIkha0ZnxVozFPkikEvB83++n0zpFARALjSLFp7Z0ylB2vdzGiFw4flEFpvhmJuhOFpwE7MfGiFBWfxYDmORfHw2htc1Y1I4LtBiIFIngMB2XeiUAmDBbCOffXEZQy4VnfXrypowTT2YReXpubSGsYKD1jTFaKH62bda/GapZOPQeClRl3pTLX7WdRnypWLEtviM2ST7jvjXPWTPlCCXocgXWWIFkMsQ9MMu846BGJPO8GezNd8ebZdFxgOUELiu14fzlTZxO6MU0AiN9MFtGYpj+eSKH25TtiQfLzMTm0mOz7QRQqARgFKK9oyBkbxV0XbCNsb3N/w2W7Y7o/11s40L1Mxe86vhOXuEkEsBfBbAexhjE5I8WQCUMTbq//1+AP97uuoQZwaJWDGbr1yO9qyJ6+77ZcBouu/fX0vk27RmGU5rz2A0b2OjhOd0//rzULDcgOsX35/zcjjj5uZVS/D9PQfwgWWnIZvSE5y6ODNHxOjbfOVyzGkxIpyqzVcuR9rQIpwfER9o69o+AIjkC9dz85XLYegUNz/8rLC9nOFz97+9HuzbYmr4wt+9gENjxYCNAwAvvTWKDQ/sEpZTDUNHdF03PLBrymUoKSlNTa7L8NJvj2HDg54f/B8fOAfb/22v0Lf+f3//YoLjyf/+/GVnY2TCqJpFlzWAY0Wa4JR9a/15ODTmSv3y1rV9yJgaxos2JmI81TBvbE5Gx9Xbfx5s+/rV58Ky3QhvNOwTZX56y9o+LJqXron9V46zt6QzK2QxMdfB8IRWNaOpFr9ZKtl46VDymGd3Zevyga8a8Qe9sG29f2k3/uQPzsbQWClyfe66agU0SoLr/P6l3bj90nMSthdmR87LmSjZLu566pWy/X+cSXfnFcuRNig+GbIpkZ2J7HHrun4MvHYYS06Zk2DgVeLtiTiC3nelOj4aug94Gz91yVn4aqhMke2IbExU75nor5ttXKA4e82vhuPsEUK+DeCnAM4mhAwSQj4B4OsAWgH8CyHkOULINj/vaYSQv/d3nQ/gx4SQPQB+AeD7jLF/nK56xZlBIlbMrY/tCdgvnNEkynf7zudhhSChIp7T/uF8hOsX35/zcjjjhrP6hsctIacuzswRMfpufWxPglN162N7cHisFEkT8YFufGh3Il+4nrc+tgcj45a0vZzhE953eNwK9udsHH4dZOVUw9ARXdfjKUNJSWlqGhovYcODk37w1sf2SH2riOPJ/54/p6UmFl3KMIScsjd8vyv1Uw/tBkAwLOCphnljJZtFto2MWwneaNgnhusW9tM3PbQbo/na2H/lOHsyFlNnLl0To6kWv3loXHzMQw3sY4fGSwnb4jzc+PX59CPPRa7z6v4FQtsLsyMHRwo4OFqq2P/HmXS3Pb4HwzGbEtmZyB45J0/EwKvE2xNx/W7cMYBi7D7gbdwYK1NkOyIbE9V7JvrrZhsXKM5e86vhOHuMsY8Kkr8pyfsbAB/w/94LYPlM1SvODJKxYjjnJcyAEuWjIRZeOQZPNawnnsf70FnOqYszc6rh1IjSauHeiBhYsjZpoTdmPH8LJtvD2Tjlzls4XzXi1/V4ylBSUpqawvdfJZ8pY2jOzRhTYtSJ/Fg4rZzvrsQPjb/8n4rPFLWhmnNTDWevlnSRavGbzcj4KtlOol3V8nCr4fHy/C2onmkrOpYsrRyjr5qxQ5y3V+5ekbUxXmbcdkQ2NlVuXq1qtnFBM96DSlE1ImevLhVnBslYMZzzEmZAifK5IRZeOQZPtTy53naPZVOOUxdn5lTDqRGl1cK9ETGwZG1yQkbJ84f3N3UtuA7lyqnE0AkrXN5Uy1BSUpqaRPdztT4v/PdUGHUiPxZOK+e7K/FD4/3rVHymqA3VnJtqOHu1pItUi99sRsaXqWuJdlXLw62Gx8v78VruBdGxZGmVWLay4/Hfcfsqd6/I2hgvM247IhubKjevVjXbuKAZ70GlqBqOs1evijODRKyYzVcuD9gvnNEkyrdpzTIYOgnYMSKe04KOTITrF9+f83I444az+jqyhpBTF2fmiBh9m69cnuBUbb5yOeblzEiaiA+0dW1fIl+4nt73jIa0vZzhE963I2sE+3M2Dr8OsnKqYeiIruvxlKGkpDQ1dWZNbL9m0g9uvnK51LeKOJ7877eOTtTEoitalpBTdrrvd6V+am0fAIYOAU81zBszdRLZ1p41ErzRsE8M1y3sp7es7UNrpjb2XznOnozFNDRWqInRVIvf7MqKj9nVwD62M2smbIvzcOPX566rVkSu8xMD+4W2F2ZH9ran0d1qVuz/40y6O69Yjo6YTYnsTGSPnJMnYuBV4u2JuH5b1/UjFbsPeBu3xcoU2Y7IxkT1non+utnGBYqz1/xqSM7eiVa13LJaonFajguzymicPBJcLdE4LZ+XUykaJ4/0pesEtoMIv4pH4wyn8WicHntpitE4GYNOJqPm6TVF43ShEUwhGieQNuiJiMY566/CFGdPLIVekKqubZZH4yxajhfBGBBG48z7UTd16vHLdD8aZ77kgB5nNE7XZTCrjcbputBQPhrnsYLrRVOsMhon8zlrxx2N0+fsuQzIpWgjR+Osa5sFotE4JyNlTkbj9Nh3sWicft8oisZJCOAIonGGxw88GmfB8mw+Ho2TEoCUicbJ7Wwq0Tj58VU0TqHq3l5VNM7m10xw9k5KC6GUoKs1BQDIpuX55rTUUGj2OLcfp9oylfPIVFM7q1C3qPMXtD98HaZD012ekpJS9aKUYH5bGYdag3KxYlr933F/3SZJ5yrn36vR8ew/R+KTqy4z5DPbBf7TMDT0tEedNz9mLf1BLX7TNHX0NGjkTZkoJcim01O+1tNk8tOq1irrJM0nsDeZjVRjO7PZNzfbuCCd1tGjHu6aWjNxjU+6ZZxKSkpKSkpKSkpKSkong07K1wN8+UtLimKi6CJtUhRL3jKIlL/cx3Yn4aYBIJUCtu0tgaQE0DUSWe6QS9FgSSRfNgTC4LoIlnWGl0HyZZ+Oy4IlGGmDomS7wXIPQ6OgBMHynhbTW9KTNigYA4r25PEcf0luHALMGJAxKWyHwXJYUN+0TkE1oGRNLkPRKIGhE1j25FJUvsRKCy1LMTUKQwMc16sDXxpC/e2UesfViLcENGNocBhDyXZhahSmQVAoecs32jMGjhUtfxkXwBgJ6q8RgPhLvkRLQZWUlOpD4WWFhuYtO+PLybnPmRNbokkJoFF/OZe/xLItQzERgqTzslpSBMdiyzgt2yu/aLue76IEuRRBSjdh226wFCZjTC43NzQK3fepYZ/WnqGRZaJhqHrYJ3I/XbS9ZZxhUPXcDIXleuWF+4a0QWE7wJyUHlmew5eKZkyK8aJ46aVsSU+pZGMkbwXnKW1o6Mql4DhuZHlndy4Fxph0+aVte/ktx4WhUXTnUtD15Htgvky34IPADUrQnjEalrHHZVkOSo6Fo3kXukaifaRBoVFEro2hEYABpZB9pnSCvOWC+v0tz8vHGLbLYMb68lyKwnaR6McJISg5btAfl+vDDZ33jcnlmHGbnevbd6Kv9v/nYwvDPwdO6Phg3rLLvOUkAO3cZgBE7Kgra+JIwY4snwQQLKnMmJq3fNplcPylqYZOE319eB/V/6tlnCeDGh6qXg+yLAcvHhzD64eOYVFXGwZeO4yVi+dJ4bthQGpnzsQTu/bjj/p70ZrW8daonQAffu2pl3FotCQFsX/j6nNRsFzc9vge4fHuvW4ljuVtfObR54K0OGz39UPHsLirDSmDYn0F8HsYENyW1rD2b34xWd+1fehsNbHv8ERQh/cv7cbNq5ZEIL4i+Pv6ixZj4bwWDI2WIgB2vv1jFy4O8n1n9wF8uK9HChDetq4fjuviGz/4tbT+6y9aHORvZCiqklIzivvVsD+866oVaE3r+Pj9uxI+kkOY43BlGaj6wU+cj4NjTqT8+9afB8t2cf2DAxG/Mq81hdPaUDXA/I7Vy7D0tJwQ2t7bnsK2H7yKy5f3RPzclrV9aE1rGCvaifYt6kxhv6CsuRmKVwTpMmD8kk5vLZ0MsLv/WD5xnu65ph+G7vULPG3buv6grwiXcXZXFpRSvPjWaMAk5PnPmd8aeeBzXYaXfnssYCmGz/XCuZmGfeDjD3qvDRXxvecGcdnynkjfd991K1EMsXT5uXNdNwCe8z7z609HwekiQHm8L5/fZuJY3sZ1fj/+hQ8uxUTJEY5BZH14W4uBv3ryhcSx4/14/N6L99W3XHIWBl47jL5FnZH9RH1wvKz715+HouXiBsF4KAxcT+kU1977i7JjlvA5Cu/Dt5/M/b+Cqje/Gg6qXq86OOZ1qucu7Azgo+Xgu2FA6oGRAtasPB0a1eD4UPZwXg4tLQdiHx63cNvje6THOzBSCB70eFoctnvuwk6vzlWA38OAYMtBtL4P7YbjIFIHDnaXHT98PhwHwQAofrxwvg0Xn1EWILxxxwCGx62y9Q/nb2QoqpJSM4r71fC9++lHnsOBkYLQR/LfcbiyDFTtuEiUPzicDx70eNrtO5/H4HA+AsquBDD/7BPPY6IohrZPFF2sWXl6ws/d9NBuOC4Rtu+YBABPiVYTMH4oXyoL2BWdp+sfnOwXeFq4rwiXcWi8hINjxaD/C+c/OFaMXN+h8VLwoBc/140MVT845gVm2egDxuN93+BIIXF+bvT7q3ifGe+/RIDyeF9eshn2h/rx4XFLOgaR9eGWzYTHjrclfu/F+2o+HorvJ+qD42XtH84HD3qy4214YBf2DU1UHLPE+3q+T7ick7X/V1D15lfDQdXrVRxY6Pj/u6w60O3giAc05aBbpwK0NLxfWJVgv+Ugv/xvXvdqwe8yQHC8/ZXOQby8cucg/H8c3Coqk4PXK5XH0xoViqqk1IySgWArwcbj/k4GqqYkmVYOcF4rwLwcyFbmv6gPZRftIyur1nTRueDbagG8y+oJSI7tuJE0GZyan+tGVfgci65zNedY1v9WY3eOfx15fp4u2kfWh1OSPFalY8fL5f/HxwOifKKyKo1b4uetmjFLfJ/w9pO1/1dQ9ebXTF3jk+5hjwMLNf9/6sNHB0fyASQ0fKJ726OAVMf1Qh4bof3ieeP7hfNwmKjseOHtsnJ53WXgd1n947YSb3+4rGrapZU5B+H/Obi1XJkTJQclx61YHk9rVCiqUuNpKiiIBsY7TEncr8bv3Uqw8bi/O5K3YGo0UZbLULWvnCg5kfpU49Nk9dcpQckW+yXXh7LH21eurFrT+d+ibeXaH6+TrJ5E4sN1Lbroh8OpZee6URU+x6J+qppzLOt/q7E7zb+OPL/I9iv14S5LHqvSsePl8v/j4wFRPlFZlcYt8fNWzZhFdK552sna/1fyFUqNr5m6xifdMs7uXApb1/Xj2X1DAXy0HHw3DEjtaU9j56434LgONB/KHs7LoaXlQOwdWQN3XrFcerye9jS+8pEVkbQ4bPfZfUNenasAv4cBwYaGaH3X9kHTEKkDB7vLjh8+H5oGbI3l5dvD+bY/s7csQHjbun50ZI2y9Q/nb2QoqpJSM4r71fC9e9dVK9DTnhb6SP47DleWgao1ikT5vR3eN2pxv9LbkYmAsisBzO9YvQwtKTG0vSVFsXPXGwk/t2VtHzTKhO1rkwDgXebUBIzvzJhlAbui83TPNZP9Ak8L9xXhMrqyJrpzqaD/C+fnATe4OrMmtkvOdSND1btzKczNUGzzAePxvq+3PZ04P1v9/ireZ8b7LxGgPN6XmzrBglA/3pE1pGMQWR9u6ER47Hhb4vdevK/m46H4fqI+OF7Wgo4M7paMh/jv7deuxMLOlopjlnhfz/cJl3Oy9v8Kqt78UlD1KlQtpLqWaJw0DEg9jmicjp+nqmicjuvtwxgMOnvROHmdw1G4KkbjpIDryqNxWrYXqUsejZNEoLEzGI1z1l+FKai6WPUGVa+jmb26ttlaonGG/YVG5NE4PaB15WicJdsFrTUapxONuCyKxsmh6jMajbPoImMcXzRO12VIHWc0TttxoVcRjbPog8CrjMZZ1zYLVB+N0wn1j3DF0Ti1GDidjzFEkbUrRuP0YejHG42T1yWIxumXG46c7bqhaJyx/XiE0WqjcXI7atBonHVvryoaZ/NLQdWnSWEYbcCknSr0PLbfdAPKRRIBdhtSoXZ06KlZB9Mr/f/svXt0HMd95/ut6sfM4EUC4EMyQVKiQ1lm7uUDQzmOnCgKdVexs0qUXVGyLEC2lYQ2qUh2dBzd7O7Judcne5O7Ca+vLEsmIDG2bIu0HZlKYkfOJutYyZUT2UkISOQmsmTZlCiClvkAQIIA5tXddf/orkZ1dVVPDx4CMOzvOTzEVFfXo6f696uZ+fXvkynT7KWCfKskA9NV0sGe08KiAcA0acNgWhmsPScou8ZeyWPifazUXDodYNe2TaxVfNCiVP0+6GDopknxtpX1KeyUEqxdigTxOcqyDFiWkfhe696bNEpxS8xdKX1jvfU8172FvI5WW/Fwy1SAc2kczQRFn6syqHrza9lB1QkhnyeEnCWE/KtQ1kUI+RYh5NXg/07NuR8K6rxKCPnQQo4zU6ZMmTJlypQpU6ZMmZpNC/31wBcAPArgS0LZfwLwbcbYfyOE/Kfg9e+KJxFCugD8nwB2AmAAhggh32CMjc92IDzEaGWB4lLFh/C2540w1KbVNsJQCpOSMLTT8Rhsk8LzWJiZTQxl9BhDNQgH4mEQvI2C7Yc6sCBUwiA0DCXiISI11w/BcRmDEYRsUin0yTIIKCHh+CxKYFA/PNKiBDmLwnXZTFhJEAolwovzFsVkxX+Yvj1PUa754SDteYpS1Q+ZoiQeAuoxwKYEDmNgDEE4kt+PI4Z5wA+5LAfQdB6u4oeXRiH1LAC4Vhx/7n4oCQ8r8ftxhRAWwL+2U5V4GIfnsTDEw6QUAAvDZLLwhkyZ3jrVai7OTVVRc33b6rj+/ewEdsk2KAo2QdXxbRy3ZwWTwmEIwzhbchSlim8nDUpC+7MiHw+zLDuI2j6DYkWe4ELJQ3uB4lJpJjyOwe8zEtJJCSgl8BhD3qKR0MuVBYrzUz5AvENqy2NA1fXQYhuoOTM2nYfKrSxQTApgeNugsE2CvAllqGhLjmKyHC3nAOxC0AcC28ltY0eBRsJaC7Y/fhlcz5/1EMOCVhQoqi4BA0OlxuC4M4B5Qggo/LA9x/ND723TwMq8iapbi4x/udvYctnBhUoNlknAPET2ADmTYjp4tMCkBLYZfWyjYFNUHQbb9B9J4OvJNCgqjguDUuSt6DmtuZlw3YgfD0KVPcaCx0jiEHbRh/P32DII8jbBpdJMGCcPz5Qf5eDhmvx13qYoB4+ElGtx2Lp4//D5MgBlzaMr8nh5CCsh/uMcAEHN80Dgj8Gk/iMs/FEX3oZBCUo1NwwPpZSkCuMU9wJivWYLe2y2+WSKa9lB1RljzxFCrpKKbwVwY/D3FwH8PaQPewB+CcC3GGNjAEAI+RaA9wL4ymzGwYG/G7tzODlWwUeeHML7iz248Z1rse/QEK7f1I3+n90YA5A+8+II/vn1C4mg9RbbwCe/8RJu3XYFilevioEQ23IU//dfvYx7f/GnIvBg/iA8pcBHvjRzzuc+VETVYRGA70BfL9oLJvoFmKoIHn3inutwYaoaa/szAtD0QF8vDn33JJ4/4SemuXKFjTNj05iu5XD+UiURyH7Pe65GW87EI8++igffey0myw7u/8oLynp8TPt3b1XC1EVAbGeLiTsf/6fw2EN3bINlUtz35Xjb9+3aHI6fQ1UB4JUzl7DnS0eV1yWDjWbK9NaoVnPxytlJ7D3k29b3bb0SUxUnBoh+7O4i2vMGLkw7uPfwcAx4fvOWNfjYTddEINb7d2/FVatalODxjd05/ODMVKSPwf4iDOJhbJrGoOoqwPpn79qBrlYbI+PlmA/Y0JXDc6+cw1WrO1K1xSHpP56oxYDnX97zM/jxRSc1VP31cxP4/D++oYVPy9DqA3296MgbeG20FmlrsL+IvEXxYQmqvqErhx+encbHv/pizN7u/YWfgkERgsN7Ogv4y/uvx8i4Gv6+HG1suezgxNgU/vnEefziliswMV2L+F3RZz50xzasbLVjYPrOFhPnxqPncR/0rqtW4pbtPbHr9cyLI3jsO6/H/NVn79qBcs0LObzycdmHm8TD2hUFnByt4JFv/yCEo+v8uHic++DXz02Ea1vlo8X1NdhfRM6i4TVIA41//dwE1ne3xfY+n7p9G/IWxWf/7oeJUPXB/iJWFEx84ODMPkEFVfc8FtsLHPzgTlzd2dJUEPIMqt78aiao+lrG2JsAEPy/RlFnHYBTwuuRoGxW4sDfSyUvhPDe2jtjhPfcsEkJIN29c0Nd0PrYVA17b3w7dm25UglCNKmB24rrY/DgkXEfXnvmYiVSZlAjBvDdd3gYjgRTFcGjI2MlZdsi0PTew8PYc8OmcFyVGsPaFS0hmLce0Pz8ZDUEHvMPeqp6fEw6mLoIcAVI5NgDTx3DuACrFeuL4+dQ1dGpamjcVdclg41myvTWSIRz39rbg1NjJSUg+qNPDoGAhvZWtq+3FdfHINYPHjkOx41D1blNl/vYe2gIHYWcEqqusudjUzVUHKb0AZNlDzs2dqdui0PSVcDzqsMagqrv2NidCJ+WodX3Hh6GZcTB7XsPDYXgbnlu/IMeL+f29mNffSECDh8ZL2nB88vVxo6WqvjIkz5IvCZ8wQrEfeYDTx1TgukBEjuP+6DdOzcor9funRtidfk65B/0VMdlH95RyKFU9cJ1IELSVe+pCqIurm25vry+9h4ailyDNND4HRu7lXufT3ztGMamanWh6nsPDaHisMhxFVRdtRfY86WjTQchb7b5ZIrrcoOqq7LLKNOGEkI+AuAjALBhwwZlYxxSKMIKRXioDprrZ7CqD1pvgaGFkXqMJcJSZWAoVcCDR8bVMFXeblqgKQfC82shnpt2nrp5qKCrSTD1kXEfKFvveoj1xfFzqGrSvMV5LvACLY4AACAASURBVBWlWa+ZMi0lNWJjAd+28vtYZxN5eVoYtKuxr2lA5WKbqvZbbENrd2Wweb22+Dkqm5zUh3LOHksNn67XViPwd9Hmi1pOQOdG1qwf7qh+b0Sfo7qGbsI1TNpXyHWB+n5c58Nl/1vPP8s+OI0/V12DRqDxujXZgvpzVu19ZKh61XEbtg9LSWn3BctlPplmr4V6jxfjl70zhJArASD4/6yizgiA9cLrHgA/VjXGGHucMbaTMbZz9erVyg45pJD/DyCEhwIIYaqiejp9yCqHfsrHRND6hVIt0p5YjxKCC6VaCB2Vj8vAUI9BWU9+n/kYAGjbloGm/MMVvxYimDftPJP6Evvk/SXVNSQrrroeYn1x/LZphKBf3bz5PJeS0qzXTJmWkhqxsYBvW6errtZWiLZStjs6O2Ro7KvYr65cbFPV/nTV1dpdM3iuKm1b/BzV3JP6UM6Zkhh8Wq4j23hdW0nwd1WbqnOSrvVSUyNrlhKifW9En6O6hkbCNUzaV8h1gfp+XOfDZf9bzz/LPjiNP1ddg3prkreftPdJ04Zq7yND1XV7geWyZtPuC5bLfDLNXgv1Hi/Gh71vAODZNT8E4OuKOn8D4GZCSGeQrfPmoGxW4sDf9gINIbxfHx4JwYUHnzuhBJAeOfpGXdB6V6uFwb//EZ596U0lCNHxXDw9dCoGD+7p9GPg167IRcpcz40BfAf6emFKMFURPNrTVVC2LQJND/T14uBzJ8Jx5SyCMxenQzBvPaD5qjY7BB4/8oEd2np8TDqYughwBVjk2EN3bEOnAKsV64vj51DV7lYbBz+4U3tdMthopkxvjUQ499eHR7C+q6AERD92dxEMXmhvZfv69NCpGMR6/+6tMI04VJ3bdLmPwf4iJkoVJVRdZc+7Wi3kTKL0AW15ihdOjqZui0PSVcBz2yQNQdVfODmaCJ+WodUH+npRc+Pg9sH+Ygjuluf28J3blfb2M3fuiIDDezoLWvD8crWx3QUbj9/tg8Qtk8T8ruhzHrpjmxJMD7DYedwHHTn6hvJ6HTn6RqwuX4efun2bsi2VD58oVVCwabgOREi66j1VQdTFtS3Xl9fXYH8xcg3SQONfODmq3Pt86vZt6Gq16kLVB/uLyJkkclwFVVftBQ5+cGfTQcibbT6Z4lqWUHVCyFfgJ2NZBeAM/AybfwHgKQAbALwB4HbG2BghZCeAvYyx3wzO/XUA/yVo6g8YY0/U6y8N8Jdn46w6HtoazcYpwEjdlNk4KzUvBJcu9WycHAjbcDZOCjCWnI3T9bxIZjBdNk4WZCPjY+CZPhcgG+eifxWWQdXVyqDqWi3pNZuUjdMLMmXONhunyxg66mTj5AD2pGycVcdDPsjGyduhlIAxhpwiG+folJ+NcS7ZOPnc5ysbJ7eNC5GNkwapEucxG+eSXrNLNRunCsKeOhtnkHVT9KEei2fj5Osllo0zqLcQ2TgdzwPg3/+GlI2Tz9mgBOWaC3NxsnEu6fUKZNk4LwctGlSdEPKHAP6YMXYheN0J4BOMsd9LOo8x9gHNoZsUdY8C+E3h9ecBfD7N+NJIBP5GwKJJENFZAEaXEvBchhd3t8383VFQ/72UpQLbUkoy4GqmTEtAlmWkgnOnkQ5EHYOea87n9RpmgEsNiv2lbYufowNY68DtKwrJ9VSKQeaD8avA9fMB6a0HH19uyudNXNHIddEuuPTnzAXQLvrwtlmszZjq7FeU7UrnrEiYz3wB5dP4eN1eoNkg5M02n0xxLSZU/X38gx4ABLy7X57XkWTKlClTpkyZMmXKlClTpnlT2o+OBiEkxxirAAAhpABgWf2cwn8WtUwCLwjXyAmw9LwA2jUpQVuewnH8kAQxFLLiMNRc/1xKCKquF4ZOzoRR+CGXvMxjgGUQ1Fy/nYoQQkpIHGTOHxh3PS8M7eTttRUoJktx4LBBCByPhe2JUHLG/Ic+PTDkTBrpl9cTQ0VFuKrLEISmEDAWDXPhoUY8tInD0/NGEP7jzUCLq0FoBxRhnA5jsKg6BCQSUlNz/TDaICQW8EO/eMhGtepm4Q2ZMi2SymUHkzUHFce3L2AI7ZRFCQiA1pwfYinbp7YcxaWKb3u6Wo1IeGJrjmKi5GJlqxEJK+soUJRqDHmT4JIiBFK0qX4Y+Ez4nGlQlGozYe0TZQ+dhXiYaMVFGBo5JUDSffvv23UxdJ+H160IQiz5/HMmBfNYOH+xj4tlL7S9/Fq1CfVWtRphSCcHn7MAes19gQiKz5sURPBNOZOiPUdikPec5fvCghUNLW0vULSYNiYqNZSqbhjW53gMbTkD5VrzQdU9xmASEnkUgvs8AOF1M4P3hz/WYFECI/DtlkHguDOhu0bwCEYteOzBNAgMQsJHHTg83KAEtkHhBI86UCAMSw4fk/D8fYUnPE5Rrgl+XFhnlgFMVuJhmSFMPThXDtNcKa3/MLwzuFd9H8/C+UTml+DDeRinF4Rq8zWcl8KmLZOAgkT2GFbwHvCwaVN4bGRNWw5msIdLCvNstrDHZptPprgWE6p+CMC3CSFPwEcg/Dp8IPqyEIcUPvPiCH51Rw8++mR9OC5/MPieL/jsFhEguroth//r134aE2Uncs6nbt+Gz/3DiQhcnJfdt2szvnnsNG68di1OjU7hnetWhiBUESjKYaMizFYGlYqg0/27t6KjYMFxPSWglANS9/z8Jly5Mo/TFyrKfgf6i8gL8xXPvec9V2NdZwETJScCO1aB51XXUhw/vx7333QNVhQM3HUwDopXwWhFoOyjd+2IQVq/sudncKEUBxZnsNFMmRZe5bKDM9MVXJyu4dFnX8Vv/NymGBz6io4czk56ERsiApyHXjuPa6/swETZjt3H7TmKk6Px+3tDVw4nx+Kgb9FGHvxgEWNTiIHaRZt6tQZsvqk7hwu1Gt6s0Rgk/bG7i7BNGgNtryxQvD5ai/W3uj2HixVE6j9xz3WoOTP8V153VXsOl6YraMtbOCHNW75mXz/2k4j9/eSvbonB7Af7i3A9L+JXBvuLWNNh48RoNTbvnk7gR2encPA7J0Jfcf2mbvT/7MYYeH652thy2cGPxqbw8N/+APfv2ozJStSfD/QXUbAIzl2qRsofumMb8paBR559FXt+fhNWtlhoyxsYm/Zia+RAXy8effbViL/m607+u6NgwaSI8CllH26ZFC+eHEPx6lVaP16wKD4srDEZqn7/TddgfLKEzraCFviuAqY/8eGdKAusyHrzS4Kqf/r929FRMPHrwn7j0G++C5dKTgRQP9DXC9sk+I0vxtf/x266Bu9Y04Yfnp+KwdQ5dL3ZIOTNNp9McS0qVJ0x9scA/gDAOwH8NID/GpQtC3FI4e6dG/DRJ9PBcX1HXQ7LRIDo3hvfjrOCA+DnfOJrx2JwcV527+Fh7N65AQ8eOY7rN6+OgFDlNmSYrQwqFUGnDx45jrMTFS2glANSH3jqGACi7XefNF/x3AePHEfVYTHYsQo8r7qWquux75APV1bVU8FoRaCsCtJa0QCLM9hopkwLr9FSFbUATH5bcb0SDu0yErMhIsB515Yrsb6rVXkfq2DhHAyuKhdt5E8uVpSgdtGmXtSAzS+UPOQsSwlJ/+iTQ0rQNiWGsr9TY6VY/ZGxUvhBT6w7MlbC2hUtaM1ZidDrXVuujNlfFcx+76GhmF/Ze2hIC3qfrvibc9FX7LlhkxI8v1xt7Gipio8+6a+V85Nxf+5D02ms/IGnjuH8ZDX0qyPjZbgeUa4Rfj/w1+K6k/8+O1GBQY1YG6IPH5+qYdeWKxP9+Clpjalg6m9f05EIfFcB00fGy0q/rJtfElT9t//0RZyW9huOixigft/hYRjUUM5n76EhnJ2sqGHqAXS92SDkzTafTHEtOlSdMfbfAfz3OfW2SOKQQhFymgaOqwOIJkHSVXBxEQo+Mj4DMk3Tr9iG/LdcPwlQOpd+R8ZLidDZNNdSdT08KRMsP1YPRtsosDhTpkwLK8ebAVPrbIDuHuX1GWNwWGPg8SQwOFcaWHU9kG0SGDrtmOS69dqVge7y2Pk1S+ubGoGCOwpfobPLy9XGinME1NdMt2ZFIHiLbSTCw2V/rfLlvJ1690iLbcBjs/fj/H/dGuU+VtX2bOZXD6ouSjd3OfFmmnlw6HqzQcibbT6Z4lpUqDoh5BIhZCL4VyaEuISQiTn1/BaKQwpFyGkaOK4OINooXFyEgvd0zoBM0/QrtiH/LdavByidS789nYVE6Gyaa6m6HpTEoeppYLSNAoszZcq0sDLpDJhaZwN09yivT8gMJFqu02i5aCPTwKqT2tdB0nU2MwlsLtdPaleEZqvGzq9ZWt/UCBRchnUD0Nrl5WpjxTnqrpluzYr+drrqJsLDZX+t8uW8nXr3yHTVBSWz9+P8f9264j5W1fZs5lcPqi5KN3d5j5tmHhy63mwQ8mabT6a4FhWqzhhrZ4x1BP/yAG4D8Oicen4LxSGFR46+gcfuTgfH9cG++bBMBIgO/v2PsKbdjp3zqdu3xeDivOxAXy+OHH0D+3dvxfOvnouAUOU2ZJitDCoVQaf7d2/Fmo6cFlDKAakP3bENANP2OyDNVzx3/+6tsE0Sgx2rwPOqa6m6HgP9PlxZVU8FoxWBsipIa04DLM5go5kyLby6CzasAEz+9NApJRzaICxmQ0SA87MvvYlTY1PK+1gFC+dgcFW5aCOvWJFTgtpFm7pCAzZfWaCo1GpKSPpjdxeVoG2Pucr+1ncVYvV7ugp4/O543Z6uAs5cnMZUpZYIvX72pTdj9lcFsx/sL8b8ymB/UQt6b8lRPHTHtoivOPjcCSV4frna2O6Cjcfu9tfKqra4P/eh6V6s/KE7tmFVmx361Z7OPAzKlGuE3w/8tbju5L/XdOTgem6sDdGHd7ZaePalNxP9+Hppjalg6j86O5EIfFcB03s680q/rJtfElT90+/fjnXSfsM0EAPUD/T1wvVc5XwG+4tY05ZTw9QD6HqzQcibbT6Z4lpyUHVCyPcYY++eU+/zrHrw1NFSFbZJ4Ho+XNeeZTZOx/XP5dk4veA4EbJm8eyTymycroe23Pxl43SDc8VsnDJQdTGycYrQ4qRsnC5jMFNk4yzV/G815ykb56J/FZZB1dXKoOpaLek1K2bjpMF97ngMVJGNU7R3YjZOz2PoVGXjLLtY2dJYNk7GGMgCZOP0PBbY//nNxll1vPBaKbNxShlM02Tj5GMVs3FyyHv6bJzEt9MeQ2vj2TiX/Jq9UKmBBdeWZ8E0Fdk4wwybgc/1GsnGyfw2jcDHWrPMxsmCfmPZOIPx50wKywQmy29tNk4vwYersnFSAuQazMYZnruw2TiX9HoFsmycl4MWE6r+H4WXFMBO+Fk5l42WJIhylgD2WQNU59ivsqkFBOw2CmRdku9xpkyXifJ5M9WmQ2czRDizDAvnIGrZ9vF6HSmA5Ekwa36+EtqeACoHgE7JnvJ6uvo6qHpSPV2dRnxBkq1WHesyc/PqK5aiGoaqLxOtKNSvA8TXz3z787o+fB7Wlw6mztVs+4Jmm0+muBbiPU7b2q8IfzsAXgdw67yOJFOmTJkyZcqUKVOmTJkyzZtSfdhjjN2z0ANZaPGfRdvyFJNCyE+LTVFzfVCpFoYaPCjP4eUcsGoZFDmTYKrqw77zFgWYH8YwA1j3QyhcMZyJAjWHRco8sDDUgoc8OJ6HgmVEwhra8zQMWSqYFA4DnBA26o+7XPPC8fMQSx4GwevxUJKcScJQjVY7GqKTt/zzqk40nNKDHxZaqrqwDArH9eAwPxS2q2BjvFRD1XFhmTSspwqv4KoXhpEpU6blq1rNxdnJihDu7Yebh6Bu24iEy7cG4V81wfaWHQ8rCkYYisnDzi5VGCyToFyVQyMZVuTjIZPnp9wwLFIOX5PD2MTXYt8WJbBMiumqixbbQM2ZGatlEtQcFgtDb8tRtOdzjYaaA9Dbx0bspuN4ODtZQc317T4PgWtEnsdwoVRFqerCDez9qtbcsrbVYrhU3qRgQARub5l+mC739wWLoOowMPhrV3yEQwyVNIKwZUIAJ/DDBduI+dKpqotC8AgEh4a35SgmK2ofXnW98LGKMDyUEBjBPWIZFG15EgnPzNsU5aoXhmWK/TMQdBas0GcTQmAbBFWXgTEWrisAkbUmntOIz858/dyVhXE2v95yqDoh5BEkhGsyxj42p97fInFIoQ4kurbDxhuj0xHopwwLfeiObWgvmBiXgKcD/UU8+fzruFCq4vdu2YILAVSYA0xl6On+3VvR3Wbj//mbVyIg0oJt4MDf/RC/8XObQqi6DmIrg8z5sUc+sANteRNH/uUN/Ptt63Dv4eG6kPPB/iI+8+0fYGXBjvU12F9EXgK0HujrDeHwfz58Gv+hd10M3vsZCfrO+xJhp1yex/DKmUtaKGqmTJmWr2o1Fy+fncS+Q0OhLXriH1+rC+p+RLIhp0an8M51K9VQ9dFy7PxNCZD0Rsu/efxMrO/9u7cq7R+3j7ds74nMYaC/iKu6gdcVfSTBcnX2cfPqNrx6bjKV3XQcDy+fuRSBvA/2F3Ht2vbUH/g8j+H10SmcmShH5rucbbUIL9b5yVXtORz5lzdC0PiD770W0xUnBq3/1O3b8Ll/OBH6/T0/vwm2SdFiG9j/N68o/euBvl78fy+fxc6ru2J7iqHXzqP3qm6tDx/o68UjCpj5u65aiVu298TWmGrvw9fqr2zvCX32zVvW4L5dmyPjPPjBnciZFB/8/D9r/XyadZD5+rkrg6o3vxYLqn4UwBCAPIBeAK8G/7YDcBPOW1LikEIdSLTqsBj0U4aFPvDUMZgK4Om+Q0PYc8Mm3FZcj6oAFRZBpmL9B48cx+nxcgxEOh5A0UWoug5iK4PM+bH7v/ICRsZK2L1zQ3hePcj53gDOquprrwLQKsLh99ywSQnv1UFWRdhp+N5MVROhqJkyZVq+Ojs58+GG26I0oG7Zhly/ebUWqq46/0ICJL3RclXfOvvH7aM8h32HhjCh6SMJlquzj/Vg0vJ7IEPeOZA6rUanqjg5Oh2b73K21SK8WOcnuT8FfND4yFhJCa3/xNeORfz+A09xP17W+td7Dw/j1t4e5Z5i15YrE334Pg3MnK89uT3V3oevVdFn31ZcHxvnni8dxcnR6UQ/n2YdZL5+7sqg6s2vRYGqM8a+CACEkA8D+EXGWC14PQjgf8ymQ0LIOwD8qVC0CcD/wRj7tFDnRgBfB/BaUPRnjLHfn01/wAykUAcr1IFlZVgorQMW58dlgKlcnwNZVWX8b0APsZVB5nI7Oni8am78b11fKkArr6s7JwmyymGnXFXHVbYh18uUKdPyk2hzVXYxrQ2pB/9eyHL+t3wsyT6r5jAbWK7OPjqul9pu1jR1HdfT9qsahw6OvVxttWptihL9Ka8jHpPryuub+84WGNq1wgHpcjlj9cem8rNJ4Ps0a7VRULv4ut46yHz93JVB1ZtfiwpVB/A2AO3C67agrGExxl5hjG1njG0HUAQwDeDPFVW/w+vN5YMeMAMp1MEKdWBZGRbq1QGL8+MywFSuz4GsqjL+N6CH2Mogc7kdHTxeNTf+t64vFaCV19WdkwRZ5bBTLts0lG3I9TJlyrT8JNpclV1Ma0Pqwb8XslzXd5J9Vs1hNrBcnX00DZrablqauqaR/pk92zS0cOzlaqtVa1OU6E95nemqmwgXF//ndZP8Kweky+WE1B+bys8mge/TrNVGQe3i63rrIPP1c1cGVW9+LSpUHcB/AzBMCPkCIeQLAIYB/OGcevZ1E4AfMcZOzkNbWnFIoQ4kapskBv2UYaEP3bENjgJ4OtBfxMHnTuDpoVOwBaiwCDIV6+/fvRXrOvMxEGlnAEUXoeo6iK0MMufHHvnADvR0FXDk6BvhefUg54MBnFXV16AC0CrC4Q8+d0IJ79VBVkXYafjetNqJUNRMmTItX61py4U2l9uiNKBu2YY8/+o5LVRddf7KBEh6o+WqvnX2j9tHeQ4D/UV0aPpIguXq7GM9mLT8HsiQdw6kTqvuVhsbu1ti813OtlqEF+v8JPengA8a7+kqKKH1n7p9W8TvP3QH9+N5rX890NeLrw+PKPcUz770ZqIPH9DAzPnak9tT7X34WhV99tNDp2LjPPjBndjY3ZLo59Osg8zXz10ZVL35tahQdUIIAXA3gN8G8EkALwK4gjH2z3PqnJDPAxhmjD0qld8I4GkAIwB+DOB3GGP/Vq+9NFD1hrNxBtmukrJxTld92Pdbko1TAKE2nI3T82ASAXIegHXL1fnIxunDWpdRNs5F/yosg6qrlUHVtVqWazYpG6frBXZHkY3TCWyxGWQP7likbJyuxyJ982ycpaqLwjLLxum4vt2fezZO396nyMa5pNesKhunCLfn2Tg9j8FMkY2TEh8AvlDZOHlGbTNYZ2I2zkrg07NsnHPSog8mg6pnWjSoOoADADwABcbYNwghnfA/jF2X8vyYCCE2gF8F8J8Vh4cBbGSMTRJCfhnAXwDYrGnnIwA+AgAbNmzQ9idCCtMCR9Oqe36bq6s5Q9VlzRZsqjkvBjit0349KGozKe16zZRpqWiua9ayDKyrS1eOSgdAl8tDCHSrulwHMG+0PGlMOqmmPBtYrs4+NmI3TZPibSvn5vgoJehqXR6g9dnsC3TqWsD5rtKUr2hwrcmK7RHqzCHNOpLrzMZnX06+vhE1YmMzqHrzazGh6j/DGOslhLwAAIyx8eDD2lz0Pvi/6p2RDzDGJoS//4oQcoAQsooxdl5R93EAjwP+NyK6zvgnZf7NK//EXLApHJcBIKi6AU8n+HZ5suK/Dr9ddj0YhPjfSjOgPajD27IMEv5CSINf9kROXzng99DwV78Z3l173v9wPqH4Rk78BdAOvmkM65gULlhkTjmTglCgUvW/cTYogW1StFoIv7luzxsoVWe+qea/XDIGuIzBohSU+L9S8m+5Jyss/PXTpAQI5lGw/W8MGfNf2yZFzZ1pO2f515gB8II+GPx6Ol7fbPhN88GSWmilXa+ZMi0VNbJm+Tf3Fcdnj7ZKvzJ0FCgmSjN2lRDApP69X5PqiHa15rLYL28rApuUk2xi0i9156dcdLYayl8+dPVNStCWpyhXfftnC7+4dOQNZd8GJXC9meiNnOnb07yJSB/8G9ukb3LlYwYlMCjFyryJ81NVVF2/v4JN0VlQ202VbaSUhL+yEEJgEIBSmvhryzL4ZQZA4/sC8Vfl8BdcgwLw/68Jv8hZJkXF8dewbVAYlKBUc0M2n8v8/QT/ZZlH+fBf4UAA26CRiJ02xV6CEBL5JZBSgMD/xVD0y3w9+fw9Csfzwv4MQmLRTPwcPi6PMdBgX8MYwvuPv2YMsC3fV1eDeYvRP+Wah9WtNiilQYbXGR+fU/wyyNeaZVI4HkPN8RZ0LTXbviD7Za/59ZZz9gTVCCEGAuYeIWQ1/F/65qIPAPiK6gAh5AoAZxhjjBDyLvjPFo7OtiPOrXjmxZGQPzcyPsOaWdliYXyqit/68gsYGS/h5i1rcP9N18S4SpwX90e3bcWrP7mI4tWroiyMvl54jOGzf/dDJV9PPP+Lz7+Ge95zdVj22N1F2CbFPQHTTjWGx/p7wUAivKRDv/kuXCo52Cdypvp6saLFwl0H/ynS/+r2HP74r1/G//q2FbjxnWsjbT90xzZYJsV9wTUQx7y63caD770W5y9VlGyhB997LS6VHHzsqy8omUCD/UVQCnz6Wz9QXhcVr6pR/s58sKQyZco0e8kcrU/ecm3cRgYMsU8+8zJ6Ogt49K4dqDlehHEqc/YO9PXCcRyMTVuxttZ35nBqPD0376runJJ1l8TZ+6WHn/ef7TaAPxua8SHvL/bE7OhAfxGvn5tAV1shZud6Ogt486ITsVGcn6TjKgGIHeP+4/6bronxCNd2OLiquzViN3W2scU2Iuw03u4D/+4dStvbbJw0Hc9KvKafuXMH2vMG7vnC0dAvyxy6h+7Yhj/8q5dxbrISYeZ+7KZr8JcvjuCGd6yNrIXH7i7C81josz/681fF2Xh9vWgvmOj/k/j7w/cNt267InZ/qfy4OCe+r3jk23FfLK4r1Rr+7F07UK55+MTXjsXu5/dcswZVx8PDfxtvV8XpU933C7GWmm1fkHH2ml+Lxdnj+gz8jJlrCCF/AOAfMIcELYSQFgD/DsCfCWV7CSF7g5e7AfwrIeRY0PedLM3DhRpxboXInwNmWDNVh4VsO8Bnzai4SpwX97tPH8euLVfGWRiHhzEW8PJUfD3x/NuK6yNlH31yCCMC0041hrOXqjFekuMidBriOKoOi/V/aqyE24rrcWtvT6ztB546hnHhGohj5nwhHVtoZKyEj33Vdy4qJtDeQ0M4c7GivS4qXlWj/J35YEllypRp9pI5WkobGTDE+OvxqVqMcSoz6u49PIy1K1qUbU1VGuPm6Vh3SZw9/rdBjYgPUdnRfYeGsGNjt9LOVRwWs1Gcn6TjKqmOcf+h4hGeHJ2O2U2dbZTZabxdne1tNk6a7rqL19T3a+WIX5b3EA88dSz04yIzd2+w55DXwtmJSsRnK9l4h4fhuFC+P9wvq+4vlR8X5ySuG3lc4rpSreGxqVr4QU9se9eWKzEy5u9hVO2qOH2q+34h1lKz7Qsyzl7za1E4e1yMscOEkCH42TMJgF9jjH1/tp0yxqYhPerGGBsU/n4UwKPyebMV51boGDSUIMKRScOm0/FxRF5e0vkik0c8N2kMKs4R1bD/5C/HxLEljV03Zv46aU66cde7Lrr3pRH+znywpDJlyjR7yRytJIYYl47d1gijbqHL+d80yLjB6+nmp2MC6mz1bBh/sv/g5S22EbObOtuos/c629tsnDTddVddU640ewPR16l8m7zmk/Ylqn74/7Px4/UYwLxctYZ19ypjLDyWltP3VjEbm21fkHH2ml+LzdkDY+xlxthnGWOPzuWD3mKIcyt0DBqPIcKRmSvM6wAAIABJREFUScOm0/FxRF5e0vkik0c8N2kMKr6Pp2H/yetCHFvS2FVj5nwh3ZzEY/XYgqpjuvelEf7OfLCkMmXKNHvJHK0khhhXkl0RX78VPD1dOf/bY1EuoG5+Oi6fzlYn9a07JvsPXj4dZD4WpbONOnuvs73NxklLurbi60b3BqKvU/k2ec0n7UtU/fD/G/Xj4viT5qFbw7p7lRASHkvL6XurmI3Nti/IOHvNr8Xm7C1rcW6FyJ8DZlgztklCth3gs2ZUXCXOi/uj27bi2ZfejLMw+nrRFfDyVHw98fynh05Fyh67u4gegWmnGsOadjvGSzINYEDmTAVzkvtf31XA00On8PXhkVjbD92xDZ3CNRDHzPlCOrZQT5f/bENPp5oJNNhfxNoVOe11UfGqGuXvzAdLKlOmTLOXzNFS2siAIcZfd7ZaMcapzKg70NeLMxenlW215hrj5ulYd0mcPf6367kRH6KyowP9RbxwclRp53Imidkozk/ScZVUx7j/UPEIN3a3xOymzjbK7DTers72NhsnTXfdxWvq+7V8xC/Le4iH7tgW+nGRmTsY7DnktbCmIxfx2Uo2Xl8vTAPK94f7ZdX9pfLj4pzEdSOPS1xXqjXc1WrhU7fH79VnX3oTPV3+HkbVrorTp7rvF2ItNdu+IOPsNb8WlbO3XJSGp5M6G2eQwUrMxll1vTBrlZiNk9cRs3EaQZ1INs4gmyelAPMQ4d1dLtk4GWPhN5aWMhtnan5TTA2ypBb9q7CMs6dWxtnTasmv2UazcVICGPWycQY2ez6ycY5OuVi5TLNx8msmZ+OsuT4XLk02TtE2vkXZOJf0mtVl43Q9n6tH4P+vysbpBRk7DUpQrrkzzFzGwBTZOL0gO2aj2TjDe2WBsnEyxkAazMbJx6TKxkkw4+NVnL7FysbZLPuCLBtn82sxOXvLXrPhVqTh8c2VhyOrPQUfpzMt90dRL8KRapAfJDOo5k3zxDGaD5ZUpkyZZi8VR0tmfsVsnEK6OrINagteyzaxHjdPxyFL4uzp/IGub51Ux5P8U9KxK1PaO51tbJR51mycNNW1bZSnmKRGfOZs9xJp+pDXbr1z0tyjKiX538VaN822L8g4e82vhXiPL4swzkyZMmXKlClTpkyZMmW63HTZfD0g/yxKKeB5fshg1fHCkEvLmAlfbLWNSKhF3qJwPaDq+iEcPAzJNPw2LCG8h4dTVl0vFrKxokBRcxEJ/2nPU0xVWAjI5SGbVWcmdJJDiBlDGEpqBWWU+IB2EeDKAfC8fyqEluZMCpfBD20IQoMqAfS9xfbnKY65PU9RqkbHwsOrIuD5ILzEpAQlx5+7GA4qh5SsacvBsmYeyhbDhBoFrS8X4G+mTM2oWs31w6U8hrxJwQBUA5vC7VXBoqg4DDmLoBzYv3xgi2puPDSNh7hVHIZWm8TCLCsuUHVYaLsswS6RIFy+FoSdcUh2waJR21uguFTywpA0sX0eut4pjClvUngMoW2Xw90vlhm68hbGStWZMHqDwjIA20gfxnmp5qLquL4fcWbCXPk5OntXqTg4Pz3T1qoWG5ZlaG1jI9BpVdu53PLdRsjXvb1AMVn2H8NwGQt9p2WQ0MfyurZJYVCEj0Pwx0Iuld1w/Yvr0jYJSjWGmuDj3eCxBtGPux6LrFkSgN1lH24IIcji4xiV4HGTFttf5/K+pD1Pcakch6qH/jzYO/DzxJBNl0UfGVlRoLgo3avTNQ+eB62PlxXx+cGjHTXHgxuEmM7VlzfbviAL42x+LSZUfVlLBSkMAaK7NsMyCX7zi1GA+tHXxvAL164JmTo3b1mjBIv/yYeKqDkMzxw7jVu2rYvAzQ/09aLFNjDJHPz6F2ZAtAP9RXS3WXj/498L21ZB3N/WWcDYZBX3f+WF2Lg/dP3VIWB1Q3cBY5M1PPLsqzGg6UBfLwBEjqnA5yL0/Qv3XIdS1Y3M5Yl7rsNEqYaPf/XFyPweffbVCNSXt6H7W4YqD/QXce2aNliWEYH2qsaYBF1tNuBvpkzLSbWai5fPTmLfoSHlvcvt1n27NuPk+Uu4anWHsq4SMJ0APV/VZuH2we9F7Fh3m40W20Cp7OL8ZDUyjkfv2oHWnIl7nviXSH9Dr51XAuA3dedQdhH2Xc92DvQXsaErhx+OTkVAzvt3b8WWt7Up5yBD1UV/oOqPn/Pa+HTM3l3d2aIE8q7tsPEfD3w3Zhs9j6WGTlcqDn5wPt72Natal+UHPh28uFarwWUEq9ptnJ+s4pvHTuMD796ISyUn5t9XtFj4g2deCn3gQH8R3z99Aeu7WyPv2Wfv2gGD0tia4AB27senK/E1e/CDRTgui/l33b5B9rW9V3VHIPC8fPMVKyJ7Bdmfy68H+ovImyQEzPMyEUI/0F9ER95AnwCDF328LJXfVsHbZ+vLm21fkEHVm1+LDVVf1koE0x4ehkmNyLEHjxzHrb09EXiqDixuUgP7Dg/7YFQFsB0gOC1AWUfGfUCiKwBTdRD3msPCD3ryuEXAqucR7Ds8rASanp+sxo6pwOci4P3UWCk2l5GxUvhBT5yfDPUV4bKqv2Wo8j4BcCpCe1VjTIKuNhvwN1Om5aSzkzMfYlT3LrdX9x4exo6N3dq6SsB0AvRcBk8/eOQ4To+XwRjByHg5No77vvwCRsZKsf50APgLJQ/lKkucm2zfJsteDOT84JHjmCyr5yD7J9EfqPrj5yjtnQbIW3VYvO5UtSHo9Plpddvnp5enjdVdq7UrWvDAU8dgUgP3Br7dcaH07zWHRXzgvkNDuH7z6th7NjZVU64JDmDnfly1Zn9ysaL077p9g+xrZQg8L5f3CrI/l1/7fcX3MnIdSmisjg5irvLbKnj7bH15s+0LMqh682tRoerLXUnw1JFxNbyUScBSGR7ORUkyGJxKwHZe7glZUHUgUt62btwhADUYaxKIXTxWDwyrAp6mhR/L4HjV32IG2JHxGVikCO3VjVEHXW024G+mTMtJoo1tBNgs19XZUZ0NF+0oL2uxDbgC6Fl1XO5PB6iWweZpoNpzBbqnsdWN9uF68etUdVx9OwrodLMBnetdQ+5XjWCDoPPRsg9sBEguAth1a1YHLE+zFnXrWleu8+fieOudo7ondWtE5bfnE7jebPuCZrsHM8W16FD15ax6YFr5GvZ0+qBQ8RwdWNxjyWBwTwK283IqgIV1IFLetm7cIQA1GGsSiF08Vg8Mq5pnWvixDI5X/S1ClXs6Z2CRIrRXN0YddLXZgL+ZMi0niTa2EWCzXFdnR3U2XLSjvGy66mMfdDZLtMe8Px2gWgabp4FqzxXonsZWN9qHQePXyTaNhqDTzQZ0rncNuV91Pab1xR5DzAc2AiQXAey6NasDlqdZi7p1rSvX+XNxvPXOUd2TujWi8tvzCVxvtn1Bs92DmeLKoOpzUCKYtq8XjudGju3fvRVfHx6JwFN1YHHHczHQ1+uDURXAdoBhnQBl5fG3hgBM1UHcLZPgkQ/sUI5bBKxSyjDQ16sEmq5qs2PHVOBzEfC+vqsQm0tPVwEP37k9Nj8Z6ivCZVV/y1DlAQFwKkJ7VWNMgq42G/A3U6blpDVtudCGqe5dbq8O9PXihZOj2rpKwHQC9FwGT+/fvRXrOvMghKGnMx8bx6N37UBPVyHWnw4Av7JAkbdJ4txk+9aWpzGQ8/7dW9GWV89B9k+iP1D1x89R2jsNkNc2Sbxuq90QdHpVi7rtVS3L08bqrtWZi9N46I5tcDwXBwLfbhpQ+nfLJBEfONBfxPOvnou9Z12tlnJNcAA79+OqNXvFipzSv+v2DbKvlSHwvFzeK8j+XH7t9xXfy8h1PObF6ugg5iq/rYK3z9aXN9u+IIOqN78yqHoKpYGnioDSMBun62ePkmHii5GNkwNyY9k4gwxZPBsXJYCbkI2TZ9iiBMpMXguWjdP1YJL62Tj5OemycaYDrTeYdWvRvwrLoOpqZVB1rZb0mlVm43S90G65C5iNs+rM2E1ul7iN5zbLzLJxJmbjTAOdnkU2ziW9Zhc6G6e4Lnk2Tkfw8R5jMT/Os3HyNZuUjbNgU5SqAQR+nrJxhq95Ns5g79FoNk6dj5e1xLJxLun1CmTZOC8HZVD1OWgpgihlGG/HEud+ztf4kmD1c4H2NhvwN1Om5STLMrCuswEydGvCoZRQ9YQmEhWzvSn6SwvI5vXepvE3aaHq9TZwOnuXy5lYp/gAprONjUCndW0vV6muu24taCWtpa6ERdnZYNOz6T/Sn+bYfO412qTrtaLB8xfabzfbvmAp7mUzza+aCqpOCHmdEPI/CSEvEkJiX2MQX58hhPyQEHKcENK7GOPMlClTpkyZMmXKlClTpuWoxf564BcZY+c1x94HYHPw72cADAT/z0r8Z1ExpIFDSEERCU3ImdQPpyQEjjcTpmgZBGBAlQNPKYFpEBBCtGGcHqJhD215CscDqrUoQD1vEziOHw4khkRMVgRgqkFRqrmRMCIOiDfgj5WH+vCQDDFMyvX8OfHwjdYcxUTZRatlRPq1TAInCB8Nx2cRMABTFU8bwuH3w+C4wjgoQVkIZcnbJAJVz1sUK/J2GDY0FwBqs8FTM2VaTvI8hgulKkpVFy5jyFsGVuZMnJ+uhSBp26RYmTMxWqqFwHUe2snDODsKFBOCXcmZFG2W76rkkLty1Q8X47bUpgQtOYLpGlCt+aFqhABggGVSTFddrGo1YuGgF0peLHw0b1FMVtyYLRaB2TmTgiAaxjlV9e1r2XEj9rPi+GF9fEyMAatbbdi2mQg214VONmLv5ss2NpuNVe0LeDim4zIwhhBwXrAMOO5MOG0uWE9i+Kfo0ws2waVyNDw4yY8TAhiEREKazcB/6nw4X5eu52fyrEh+XISky+e05CimE/w5P5+PSxwrP8YYwvVMQGBbBAaJ7hMsg8DxoA0PXug11axrNgvjbF5dblD1WwF8ifkPFX6PELKSEHIlY+zNRhvikMJnXhzBv9+2LgIY/dyHiqg6LAZL9Z/rcPFbX/Y5dzdvWYMHf+kdMeDpYH8ROZPgyNFTsbYH+nrRXjDRLwBGn7jnOlQdDx99MgpC5WEGHw5gv5+85doY5Hf/7q348+HT+A+962Kg4Jrj4YGnjkXm8Oizr+LcpaoWcHz/TddgqlxFS86KjfsRCZYuj48/NCoCVT//4Z2oOiwGjuWQ14fv3I6OghUCjfk4p1pcvK2jAErJrAGozQZPzZRpOcnzGF4fncKZiXIMAC7aiM/etQPnDBrav5u3rMF9uzaH9kcFVT/Q14v1XXmMjMeB5O15I2JfVfBqbu/uec/V2NBVUILNVdD2A329OPTdk3j+xGg4D5U9lUHWMug9aUz333QNNne3xiDsHGzuup4SZK6Dqqvs3XzZxmazsUn7goH+Ita0WzhxfhoPHjmuhtv39eLJ757EhVIVH7vpmpjfW9Wew8s/voCrVnfM2o/r6orr5/VzE/jOq2Po/9mNkTnIUHTxHJN4GJumsXUl3qsH+nrxzWOn8b6tb9PuL+S2f/d912K66sXuo28eO41f2d6Da9e2Rz7wLfSaatY1m0HVm1fNCFVnAP4HIWSIEPIRxfF1AE4Jr0eCsobFIYW7d26IAUaNAIoult17eBiEUIxN1cLy24rroQKe7g1Ao6q29x0ejkF/R8ZK4UaHlz145DhOjfkwc16ugvw+eOQ49tywKTaG8alaaIjFOdxWXJ8ION53aAjru1qV45Zh6fL4RsbjQNXT42UlOJZDXj/+1RcjQGM+zqrDcHayMicAarPBUzNlWk4anari5Oi0EgAu2oixqVrE/nHQOn+tgqrfe3gY05V0UHUVvJrbuwePHAdAUkPb7z08jD03bIrMIw1UvZExcViuDmyuA5lroeoKezdftrHZbGzSvmDfoSHUXITvtRJuH6yP24rrlX5vZKyEHRu75+THdXXF9bNjYzf23LApNgcZii6e01HIKdeVDFXfvXND4v5Cbpux+P3F2+FrOvIeLPCaatY1q7IHmZpDzQhVfw9j7MeEkDUAvkUIeZkx9pxwXPW1Syx1aPBB8SMAsGHDBmVHHFKoAvZSDbicSjB0HVR9ZNwHjSZB1UWlAf0C0EJPVf3UA57rjo2M6yG89WCqqnppxqGCslLiZwWVQfb8eBoA6nKBp6ZZr5kyLSWlWbNVx617/wNxGzFXqHpa+1rP3unKRaB2PXvK/5ah0rMek+uBafrTnaOyd/NlG5eLjQXmvi8YGY/C0XUAc4MS7bEW21AC1hv147rx8X75YyZp/Hijft/Pzl3/vuavdfspPj7H9SLHFnpNLZc1m3ZfkEHVm19NB1VnjP04+P8sgD8H8C6pygiA9cLrHgA/VrTzOGNsJ2Ns5+rVq5V9cUihCtibBEsVAaI6qHpPpw8aTYKqi0pqQ+xPBz1V9ZMEPK8HOE4CzieNT1WvHnidtyMf95iPr5gLAHW5wFPTrNdMmZaS0qxZ2zTq3v9A3EbMFaqe1r7Ws3e6cjfoII095X/LUOlZj8mgDY9XZe/myzYuFxsLzH1f0NMZhaPr3nfXY9pj01VXCVhv1I/rxhfC2ClJrKM6J63fdz2W6r7mr3X7KT4+H38yo4VeU8tlzabdF2RQ9eZXU0HVCSGthJB2/jeAmwH8q1TtGwA+GGTlfDeAi7N5Xg+YgRQeOfpGDDDqBlB0sexAXy8Y89DVaoXlTw+dggp4OhiARlVtD/T1xqC/PV0FPHZ3HIS6vsuHmfNyFeR3/+6tOPjcidgYOlstPHTHttgcnh46lQg4Hugv4tTYlHLcMixdHh+PIxbrrevMK8GxHPL68J3bI0BjPk7b9Fk8cwGgNhs8NVOm5aTuVhsbu1uUAHDRRnS1WhH7x0Hr/LUKqn6grxctuXRQdRW8mtu7/bu3AmCpoe0H+npx8LkTkXmkgao3MiYOy9WBzXUgcy1UXWHv5ss2NpuNTdoXDPQXYRkI32sl3D5YH08PnVL6vZ6uAl44OTonP66rK66fF06O4uBzJ2JzkKHo4jkTpYpyXclQ9SNH30jcX8htExK/v3g7fE1H3oMFXlPNumZV9iBTc6ipoOqEkE3wf80D/FDSLzPG/oAQshcAGGODhBAC4FEA7wUwDeAexlgigToNPDV1Nk7PA8Xcs3EyMFQF8LiYjVMEqM8mGyfPcCdm43S8OPA8l5CN81LZRUuQjdMVznWC6xGOr8FsnOE4KEE5yGy6xLJxLvpXYRlUXa0Mqq7Vkl6z0WycQN6iidk4a0GW3mWRjTNPQ7slArPthGycFceN2M+K42czJNBn41SBzZd5Ns4lvWbTZuP0PD+7bL1snKJPT5uNM/TjHKouZePkWV/TZuN0pT0Ah6TPRzZOPtYwGyf8N9hfAk2RjXNJr1cgy8Z5OahpoOqMsRMAtinKB4W/GYDfmq8+lyuIckUDjOLZaGWD7cv1ZaBqGmVQ9UyZmk+UEnS15mKQ57fZcbt7paJMVLvGrqQFYNezSzE4e15d3t0283eS3UpqO42SwOY6kHkj9m6+bGOz2dj53Beo1ux8wst1ms0egZ/TOQ/+XKVG9hUZVL0xLde9bKb0aiqoeqZMmTJlypQpU6ZMmTJlWjhdNl8P1Gouzk5WQCngeQhDHUxKUHVnQiMsg4bgW8YQhkF6DKh5HkxKYQhQXA5ctQ2K9jxB1QVK1ZmQTn4+D7G0DIoVeYKLJS+EltuUAMRPFlNxZqCsLTmCS6WZsBEOWLWMmTHw0JNWKYSDhy6ZBkG55reZt2kIS/eEejxEw6CIhLJYBgFA4LheGJbJ5503KaZrLijxw088BhRsCkIQhoZYwphpEPbSbpnhz9MiVFYMATUoCR865+MjhKDmeolhGPw95uNf05aDZS2tB7EzZWpm8XtQFfJesP3vFqerHvI2RbkaDaWcrDC4zA8JI5ixrTmTojNvocqcSHjnygJFzQMcFxGYdMGmWFnIoVp1Q1tjBfZvuurBCOxVvTDOlQWK81NupI5st2SoOg+FoxSwKI2Ma01bDq7LYuE5EzUHrudF/JL/CABBd6sNx3FxbmrmnNYcRc0laLcMZaiPyg4SQnBushKGuxZsis5CLrSjaUPdmi2ETJ4PD3Hkfs4LgORUCKe0TYJy1ffLOZPC83xwOd9DeAywg8c7pqtupI7Ylm1Qf60TwHF9v9xiG6i5bCbsOQiZLAX9WQYJwOssHB/vN8mP11yG9gLFpVJ0j8AY0BLcF7wt7s95+Cmlgb+vRkOcy7WZtigFGPPXmuN4kWuat/x5iueHewtvJnzbD2UlYIyF99OathwMg84pzLPZ9gXNdg9miutyg6rPm2o1Fy+fncQj3/4BPnT91fjdp9VA3D/5UBE1h+GRZ18N66lgqg/fuR2r2mz8+EIUIPzY3UXYRhSwrjp/sL+IzwjwUg5g3f/XL0fgwzKIVxzrY/298Biw7/Awrt/UHQOqiiBhfs5gfxGu54Wg+J7OGZDr3770kxhY9vMf3olLZcfn40nt3rdrcwgc5mX/+3uvRbnmpYKqi9dFdY14m7/xc5uQt2hkzCooKn+PZRDltWvalrVhz5RpuYjfg8+8OILdO9fj/GQ1Zvdsk+D5V8+hePWq2L26qs3CJ7/xb7j3F38KpaobOfdre9+N85O12Dk9nTn8+GI5CsTu60XOQASSzuHtjwq2XWxHBVUf6C9iTZuF2wa/1xBU3SQeCKWoOiwyrsH+IvIWxYef+JdIH0OvncfmK1ZEx9TXi2eOncZv3LAJZyaqsXGNT5bQ2VZQgndlIK+q3/27t2Jth4Oruv2Y2zTg6WYDOsvz+eQt16J49arEfcLqdjsEqCf5rXveczVabAOHv/dGDIgu+3EGgr2HhnD9pm7c/bMbQ+6vbm/w0B3bYJkU96X04wf6ejH8+mjsnhMh68+8OILHvvN6rHzotfP4hWvXKO89EcDOz/m9W7bgYsmJ1H3inutQkfYFSXsLcc/yxD3XwXEY9jw5Oyh6s+0Lmu0ezBRXM0LV3zKdnayEwFBuwIE4ENcMAOtiPRVM9eNffTECXOXlPiw4ClhXnb9XgpdyAKsMH04ClJ+9VA2dggqoKoKE+Tl7Dw1FQPEj4zMgVxVY9vR4OTTGcrsicJiXnRorpYaqi9clCfz+ia8di41ZBUXl77FYb58C4popU6aFEb8Hd+/cgJHxstLunR4vY9eWK7WA9NuK6zE+VYud67hQnjNd8eJA7MPDMUg6t1kqH6CDqu87NATHiwKn00DVOwo5mNSIjWvvoSGcCuyf2MeuLVfGxxSAqKsOU47r7Ws6tOBduVzV74NHjuPk6DRGp6qpwdPNBnSW58PXZdI+QQSoJ/mtB48cx9hUTQlEl/04b2/PDZtCny7WlfcGDzx1DOMN+PF7Dw8r7zkRsr575wZl+a4tV/r7ojoAdn6Oar2OKPYFSXsL8fqMjJXCD3q8XiNQ9GbbFzTbPZgprmaEqr9l4pBCHfyUw0EpQaye7hxeVy6XAev1+hTPa8HMN031QKbi8XrQ1SSoOW+nUVg7P0ceV9KYxf7TXGNergKxy1DUDDaaKdPiSoRU62xHi23AY+p71WNMa0dczTlpIemiLWy0Hf53WhvneCzRP8hlTDM3Hso+l3kn9dtiG6EdVZ3T7DZWng9fl/V8diN+qx7sPI0fl/cGjfpxfm+l8eVyOWMMHpLXvPhate5VtqDe3kJ1fcR6aaHozb5mgeU9n0xxNR1U/a0UhxTWA+J6DLF6unN4XblcBqzX61M8rxFAuXi8HnQ1CWrO22kU1s7PEcsagaqnuca8XAVil6GoGWw0U6bFlQip1tmC6ar/nK/qGCVEa0cMzTlpoeOiLWy0Hf53Wqi6SUmif5DLiGZu/Hmoucw7qd/pqv8MVFrwdLPZWHk+fF0mvceN+q16sPM0flzeGzTqx/m9lcaXy+WEEO29lxaqrrqf6+0tVNdHrJcWit7saxZY3vPJFFdTQdXfaq1py4XA0D+6TQ/EdQLAulhPBVN9+M7tEeAqL/dhwVHAuur8QQleygGsMnw4CVC+pt0OYfAqoKoIEubnDPYXI6D4ns4ZkKsKLLuuM++D0BXtisBhXra+q5Aaqi5elyTw+6du3xYbswqKyt9jsd6AAuKaKVOmhRG/B48cfQM9nXml3VvXmcezL72pBaQ/PXQKna1W7FzTgPKclhyNA7H7emOQdG6zVD5AB1Uf6C/CpFHgdBqo+kSpAsdzY+Ma7C9ifWD/xD6efenN+JgCELVtEuW4fnR2QgvelctV/e7fvRUbu1vQ3WqnBk83G9BZng9fl0n7BBGgnuS39u/eiq5WSwlEl/04b+/gcydCny7WlfcGD92xDZ0N+PEDfb3Ke06ErB85+oay/NmX3vT3RXUA7Pwc1XrtUewLkvYW4vXp6Srg4N2zh6I3276g2e7BTHE1FVR9oZQEo0zKxllzPZAgC5UpZ+NkDDkjORunF2TZrJeN0/UYzDrZOKvODJRVlY2z4vjQXTEbpwqoSoPxzVs2ziCTWBNl41z0r8IyqLpaGVRdqyW/Zuc7G6fnMdgLlI2T28qlkY3Tn+tCZ+Pk0O+3MBvnkl6zjWTjrDoe7AazcZaqLuy5ZuO0CEocUj4f2TglXz6rbJzB/Tszp9ln43SCuS6RbJxLer0CWTbOy0FNA1VfDFmWgXUyQXSh1JqiSkp4qQ4uvBTUrSmvd5kXCgj6lr7HmTJliinNPdjJ7aNkJ+vZxBzMhuyhCkzbpbHNOqi6+DqtzU4CU1tW3P7V26jZtol1Ggi9ypbq3oMrNdB2ID14utmAzqr5pIKUp/Dx86n5cmsdmrXZmWI+sTqac0yTKtdImj50mgsUvdn2Bc12D2aKK4OqZ8qUKVOmTJkyZcqUKVOmVLpsvh7gYSqWwTBViYbj1FwPbXkDJSHMgIc2iOGeHhg8D7FzedilaRC4HgJI+0wYiEn9MAYemtBi+wwmJwhTZAywTALmRSHteYugGoRdukE6iDADAAAgAElEQVSoaKtNMFmJjrPmMcCLhkyZQehGa45iouSGIZu2EQ0t4mPxQ0oRzo+HXxDih6WKYa0GmQkp5UBVAgLPY3CCsFcxbBVgQegJ4HpeNOwkeG/k8AwxrChvU1RrDFXXB8qvacvBNLPvKTJlWqoS79+CbfjwZMeDZVKYQYh21YlCmicrLiyDoitv4WKlFtq9fGAbpmpVTJaFUDCTAIwgbwGXhHIe8iKGwlhB6LvLGAAShslZgV2suSwWxtldsGHbBkanqjAoi/iHthzFhZKLzlYDl0rRsL+caSBnImKn8xZFu23iUtVBKYBRW5RgVasN2zYj14tfo1KQQKWzYGG8VEPVcYOEGQClFCtyRiS8Myk8LW2Y5uWmSsXB+ekqCPHDFmuCv7UNipxFwn1AzqSRxzP8deWHVXLf3panuFT2YBskfMyD+26Tzjx2YRnRPQEPseQhlPw9zZkUeQuYKLPImrUtEj4uwetVXQ+MIXxURQagtwdjk325ZRLUnJkQYn6+OFfLoDAogeP5fTDmh5+G+5cgLNNlwTiFMNGcSUEpCW1A0vpTrVPPYzgbhCBn/j8L47wclEHVZynPY3jlzCX88MxFXLXa5xOJQNT3F3tw4zvXRgC89990TQRqKIJMdaD11e05nB4v4Yl/fC0R3j7QX0Rni4nf/8uX8KHrr8Zzr5zBbTvXY1SCEH/hnuswPlXFA08dC8tkmOlgfxEdBROnx0uRczmU95btPfj+6Qv4zN/9KITG75NAvwQMD387Dhse7C8iZ1Hs/+uXE+fzqdu3heBz1bX59Pu3wzJIBIwunsPLOCwVmIH86qD0165tv6wNfqZMS1Xc3uru3899qOjzuCTw86HvnsQtW9fiys5WnL9UiZzzxXuuQ0kCMx/o64XjOLAsKxVc/LN37UDNZfjtP30xYse622ysW2EroeqbunP45rHTSgh8V4uJk6MVJYRbttNPfHgnxqdrOCfNa7C/iM2rWnFibDoCNVdBvPmxP7ptK179yUXlmFSwaPH9kG3t5fyBr1Jx8IPzU3jk2z/Af/7lazFVdWPrbrC/iM9I/paA4aOHhrW+fXyyhCtWtkT8+c1b1uD+XZtjwHTxvGdeHMEN71gbWUcH+nqxosXC8TfGcP9Xj8/cP5OIvvd9vQCAR56N+/GB/iJqtRrGpi3lWj3Q14tHn301Akh/7pUzMTj7Z+/agXLNwye+diyyFr/4/Gv4nV96hxaSrjqmWn+qdfqlX38XpqtuZP1fzv4/g6o3vzKo+hzEobE7NnaHF1AEot7a2xMD8MpQQxFkqgOtVx2GB48crwtv33doCAAJ6+3euQGnFRDiU2Ol8IMeL5NhpnsPDYX9RuoFUN59h4Zw/ebVGBmfgcaL9fYeGsLZS1XlmPceGgqBrknzEcHnqmvz23/6YgyMngRLFyG/Oij9coWiZsrU7Kp3/xoKO3Tv4WHsuWET3r6mAyNjpdg5byjAzPceHsbaFS2p4eJjU7Xwgx4ve/DIcZweL2uh6hdKnhYCDxAthFu20yPjZZxSzGvvoSGcn45DzVUQb37sd58+rh2Tyi6mhaZfbjo/XQ3fJ5MaynW3V+Fvz16qJvr2t6/piPnz24rrlcB08bzdOzfE1tG9h4dRcxh2bOwOywwV5PzwMM5Pqv34vkND4X2iOn7v4eEYIF0FZx+bqoUf9MS6txXXJ0LSVcdU60+1Tk+OTsfW/+Xs/zOoevOraaDqhJD1AL4E4AoAHoDHGWMPS3VuBPB1AK8FRX/GGPv92fZZdVyMjJcigFoRiCoDR3WwVBUQXDxOFVB28bgIZXU9FgGaNgoeVfUr1+OAVc7Q0dXj0NZGj9WDpauuXb0yGfKrhSC7HjJlyrT0xO0toL5/k+yVE2QkTGsLG4GLJ4Hek9phUI+Xn1PP3vO+Uacd3fmqYzpItgq8K74fYt20YOpmlfj+uUy97lT+VuW3xPdKtYbT7Al0QHRKEOHgzcaPN7JWdWOpd30aPSavP9U61d73l6n/z6Dqza9mgqo7AD7BGHsngHcD+C1CyBZFve8wxrYH/2b9QQ9ACI0VAbUiEFUGjupgqSoguHjcU0DZxeMieNegJAI0bRQ8qupXrscBqwZ/Di4B9Js05zTzqXdtdFBfuUyG/GohyMZl8aN0pkzLTvXu3yR7ZVLSkC1sBC6eBHpPakcHpObn1LOPvO9G55AEcU8ak6y00PTLTeL7ZxD1ulP5W5XfEn2hag2n8aE6ILqPUxDCHWfhxxtZq7qxJF2f2RyT159qnWrvmcvU/2dQ9eZX00DVGWNvMsaGg78vAfg+gHUL2SeHxr5wcjSEFYpA1K8Pj8QAvDLUUASZ6kDrtkmwf/fWuvD2gf4iABbWO3L0DaxTQIjXd/n9imUyzHSwvxj2G6kXQHkH+ot4/tVz6OmcgcaL9Qb7i1jTbivHPNhfDIGuSfMRweeqa/Pp92+PgdGTYOki5FcHpV+uUNRMmZpd9e5fV2GHDvT14uBzJ/CjsxPo6SrEztmgADMf6OvFmYvTqeHiXa0WPv3+7TE7tq4zr4WqryxQLQQeYFoIt2ynezrzWK+Y12B/Eata4lBzFcSbH/uj27Zqx6Syi2mh6ZebVrXY4fvkeK5y3Q0q/O2adjvRt//o7ETMnz89dEoJTBfPO3L0jdg6OtDXC8skeOHkaFjmqiDnfb1Y1ab24wP9xfA+UR0/0NcbA6Sr4OxdrRY+dfu22Fp8euhUIiRddUy1/lTrdGN3S2z9X87+P4OqN7+aEqpOCLkKwHMA/hfG2IRQfiOApwGMAPgxgN9hjP1bvfaSYJSJ2Tg9D2259Nk4eWauNNk4GWMwUmTjtE0Cz4tC2sVsnF6Q2XJW2TjLbpgdK002Tj7nutk4g6xbb1U2zprrA+XnKRvXon8VlkHV1cqg6lotmzVbLxun57GIHcpbFFMVF6aUjdPz/OyW852N0xHs9nxm42TMt2VZNs5QS3rN6rJxch/Ms3H6PiqajdP3b/WzcXLfHWbjZAwWTc7GyX2wmI1TXLNpsnGKflyVjZND1MNsnAIgXZeN0/U8eAzw7yKE41Vl4+TH5isbpzO//l+nJb1egSwb5+WgpoKqE0La4H+g+23xg16gYQAbGWOThJBfBvAXADZr2vkIgI8AwIYNG7T9idDYlTq+pgT9nAsEdCGVCvoqSDvftFqE65AW8rvclHa9Zsq0VDSbNTub+7e7beZvlWNbYeaxQsMF71CUzwZMqwKnh/OQ7CC3wzpQtcpOd2vg6MrrJfSnu5Y62Hqq9ptYaddsLmdiXS75GnY16P90a7SedOsIANoUx2bDCVfdJ0tJqnVKKcHbVi7xgc9RjdjYDKre/FqI93hRVgwhxIL/Qe8wY+zP5OPihz/G2F8RQg4QQlYxxs4r6j4O4HHA/0ZkAYedKdOcdTmu14X+pS7TwupyXLOZlreyNZtpOSlbr5kWWouRjZMA+ByA7zPG/l9NnSsAnGGMMULIu+A/Wzg6X2Oo1Vw/LCD4ibQ1RzFd9cMkWmwDFWcmfFMEg7ZZJi7VnPA4D5fkYRyEACb1wyn48ZwQChmGHwXhER4PiTQoQBicMJySwDYoLBMoVaMwVTeAtDuuh5owfgBheKpJCVpyFOWaDy7m57bkCBwXmK7GQzn8sRM4LgvbLdgUl8puOGbHZchZFKWaBwIfqAoQmAQoOT7wdHWrjfFyDeWaC5NStNgkMq6cScFAtGEc8nuTFJokKwMHZ8q0dOR5DBdKVZSqLlzGkLcMrGrNgQZhnPxebc0ZmK56ITR5VYuFC2UntKO2SUEBtOVIJMyyLe/bPTG0M29StNkmJqouXM8L4dcFk8IJwu7b89GQfR7GpgrjnHZdlKpuWEcM45yseGjN0Yh9K9i+3bUN3ydwP9CSM9CR95+5UNkofj08z4uEuxdsAysLyXbMcbxU0OnZ2sdmt6uiz5HXRotNMRU8zmEZFDmTRMJw2woUkyUP4I858HBPk6BS9X10zqThIw78cQqPAQWLolLzIv6WwN8r1ISxiD6aMaAtT+F4QFl8vMJjMyGeph96Kq5jMSSM7z9WtdiYqLqoOG7ozxlDZE3z9UQpCdcAIQR5i6BU9cIQUXHfMV1JDtVMuv6N+vw0arb1m4VxNr+aBar+HgB3A/ifhJAXg7L/AmADADDGBgHsBrCPEOIAKAG4k83Tw4W1mouXz07GgIXPvDiC8WkH/T+7MQIS5WDQ+3dtxooWKwYvH+wvImcS7P+bV/Dx/+0aTJRqMTB6WYAB37xlDe7btTnSx8N3bkdHwcI9T/xLWPbZu3bAoDQCE92/eys6Wy1cKjkx0Hp3m4X3P/49jIyX8MlbrsV1m1bho09Gz337mlacmagqwaoqyPlAfxF///0z+NOhERzo68U3j53GjdeuDUGw/Nrc856rQwCwDKOX4cK8nV/rXR+DqureGxUoWFYGDs6UaenI8xheH53CmYlyxB4e/OBObF7dhlfPTWLPl47i+k3dMZs72F+E63kRW/SN+65XQs87Cib6Dv5TWMYh1F/+7ushoFoEu7+/2IMb37k20s6Bvl6s68xpoeqPPf9aDDA90F/EVLmK1rwdO+f1cxPYuKo9Wr+vF6vaXVyYdmI2il+Ph771Sswu79+9FWs78riqu1VpxxzHw8tnLtWFTs/WPja7XRV9jmpt8L3BY995PXwfHwkA5DdvWYOP3XQNPqPwpxzGfu5SNVx74p5CBS0f6C9iVZuFOx7/nnIs3N9+8tafxuhkTenHH7pjG1a22pG9xEB/EUOvnccnn3k54oNv2d4T8c3hXuemayLlX7jnOtQchj1PHo2t86tWd8TupUPfPYnnT4ymWidz8flp1GzrN4OqN7+aBqrOGPsHxhhhjG0V0Ap/xRgbDD7ogTH2KGPspxlj2xhj72aMPT9f/Z+drCiBhbt3bsCeGzbFQKIcDLrv8LASXu472TJuK67H2YmKEowuQkFvK66P9fHxr76IkbFSpGxsqhaDiT545DhMaihB6647w7LZteXK8IOeeG7VYVqwqgpyvu/QEG7t7cHIuA9e3b1zQwQEy6+NCABWXVsR2MrbUUFVde9NGoBqBg7OlGnpaHSqipOj0zF7uOdLR3F2shLeqyqbu/fQUMwWlapq6HnNYZEyDqEWAdUi2P3W3p5YO/ceHka5yrRQdRVget+hIazvalWes2Njd7z+4WE4LpQ2il8PlV1+8MhxnByd1tqxs5OVVNDp2drHZreros9RrQ2+NwhfCwByDrxXvW+8XFx7/JgOWr7v0BCcwI+rxsL9retC68cfeOpYbC+x79AQdm25MnzNfbDsm8O9jlR+aqwUftAT29yxsVt5L+25YVPqdTIXn59GzbZ+M6h686tpoOqLLR2wkHNsVMc4iLQezFR1flq4qgxq1cFEdWPwhB8+dcBdDpVvBHzOf1Dl14ifL1+bNGBVuR0ZqjoXmGQGDs6Uaemo6riJQGRergNJy7ZIZxvkL+fDMjLTrmjvkmDkunLdGHXnuJpyXd+14Hok2WWdHasJ1zIyNgk6PVv72Ox2VXwPde+PyLgT/Zno+5L8nq7NJD+uGwsHwM/Wj8v9y75Z9ueAfi+iW+fiXqreOlloSHizrd8Mqt78aiao+qJKByzkqZRVxziI1KsDM00DA04LHdfBRHVjoGTGIemAuxwq3wj4nATt8mvEz5evTRIAWAdslaGqc4FJZuDgTJmWjmzTSAQi83KdzZVtkc42yP6Pl4ntinapHiBdVa4bo+4cQ1Ou69sKrkeSXdbZMUu4lpGxSdDp2drHZrer4nuoe39cYZGJ/kz0fTq/pzumW1Pcj+vGwgHws/Xjcv+ybxbnxKW7j3XrnF+vNOtkoSHhzbZ+M6h686tpoOqLrTVtOSWw8MjRN3DwuRMxkCgHgw709Srh5T7wM4+nh05hTUdOCUYXoaBPD52K9fHwndvR01WIlHW1WjGY6P7dW+F4rhK0bhgzHwKffelNPHZ3/FzbJFqwqgpyPtBfxNeHR8JY/CNH34iAYPm1EQHAqmsrAlt5Oyqoqu69SQNQzcDBs9f/z97Zx1dR3fn/c2buzH1KQp4BSeSpgI02QIIWcWuptGq3tq5LBGuiqFseZK2tba3d32/duus+lFJXa5XHVlSkFQvr2rUPttVS+hOtElDWUpECYoI85JEk92nuzJzfH3NnMnPvzJ1JbkKSy3m/XnnBnZlz5szcc8/3nJlzPp8p3/r5gP4YDDfKwiIml4Uy2sPNt85DZYHf+K3atbkbmuoz2qKgaG96LviIZZtuQm02qDYbu7+wrzUjn3WNdQiIxNFU3c5gen1TPVo6I7Zp9h/vyDy+sQ4+HrZtlH4/7NrltQ21mFwWcmzHKgv8nkynB9s+5nu7ao45dnVD7xsYn00G5Lrhvd33pm831z19n5Np+fqmevhScdyuLHq85Xk4xvGHl8zO6Eusb6rHKwdPGp/1GJwem42+Ttr26tIgNt8yLyPP/cc7bH9Lm3cf9VxPcon5Xsi3+stM1fOfvDRVH2q8Gv46qnGqKkKCVY3TbAyaqxqnnqeu7DYcapz6OXQ1zqTcb8SaTY2TI9qUKi9qnPGkNkWIIwB1VOPUDeRHrRrniD8KGy2m6gMdwJ0LU/LhhJmqD56B1FmrGqdmWp1NjVM3TTarcaoqhZCjGqeiUgRSapyyoqJgTKhxUnAEA1LjdDOdHiE1zlFfZ72ocerG6K5qnJSmYrezGidHAGWo1Th1g/RBqHHqUxr1vo5ep5XUNZ9napyjvr4yNc78J69M1UcSQeAxKc2R1Kvx+KB/VIM0Jh+IcarXaxiIWfxADWUBoDKtoR6Iqbvdd+OV8804mDE4RtvgM1/hOILSsN+27Uv/raa3EZUOZuF2pud2JtYVLkbZTu1xev4B+ByP1U3TB9K+AfYG6bm0XT4f58l0erDnyPd2NSPmpH3fbvHS0Qx9sDHfnC5bHln2pZfZyaDZ6XdiV6cz6oDD+QcavnOJ+V7It/rLTNXzn7wxVR9pzE96CCEQeWK8rQv7eSRk7W2ajyMQfVxqzYT2dFmhAE8AjuNQEhTQFUtCVbUnW+YncDwhUFPnSveR0qconOlLwO8jlidjfh+HiKRk+CWZvZREnoMokNSTPQKeAIQjqTm91HgyGfRxkNX+N3UVYRFiWifKfC+CIq8dL6sQfBx8HEFM6r9HasqnSvfMKg2K6IolLU/MgOxPrvPF6+Z8hg2W3Bnut6VjHXN7Fkw9HEoq2hsBvV1Nbyvs/OQAoC2SMPxERZ5DaUiEz8dBkmS0RfqfjhYGefTGFAQEDgmZAqCGR5mP51AaEDw9TTW3ZUJqbVwsmdlm25FLO5ie1uk+MQaGqlK09yUQSyoQeQ4cAeKyFv8DAgdFoeBTfYSkotUNH0cgGW+JqVEnC/wEvXHneA7ANY4HBILemNL/tlrkEDe9qUuP4271wvxZj+WSQsGn3jBSSl3rk5d6y2L8uYG92WMMhvOuhtj5rqxrrMNjrxxGcVDM8Hwy+8Y8snQONu0+gmULpmL3odP4/JwqW48ds2edk49UUdCHVw6eQv3UckefGt0vCUCGl9LahtoMv7uvfmYmVBVY9UyzxVtKT7O+qR6zKsJGoDDfC7vjzed44rZ5OBtNWvz9dC8h3Y9n863z4PdxuPWJN4xj0n21zNvHqtcNg8EYPGZvuPR2R/cuM7d1m2+dh4+Uh3HoTJ9l+8amevgFDreZPMXWNtSip9CPqqKgrVfRqe4oCgICtrx6zNJuP317PUoKgq7eRnbxw9xO2nncZUvrtR20S2vX/rI2dWCoKsWhU70WDznz97musQ4lIQFn++SM+Lv3WCc+eVFlhldeuq+sHs+fvP1SJJIqVmaJ47sPncZ1c/ptF66uqbT1rtXjeHq9sPv9pNcT3WdP96F0q08AXOttvvnZjVaYzx5jsJx3Ai12viurU945dp5PZt+Yr25/y/C2aZh3oaPHjtmzzslHSpIprqqZmNWnRvdLsvNSsvO7O322/zg7f587n2lGm8lfxnwv7I43n+NEVzzD329Vmh/P8qf34nhH1HJMuq+WeftY9bphMBiDx9yepbc7uneZXRuSvn3lM81oSfMUu3fHAbR0xhy9imouGId7dxzIaLenVxZ58jayix/mdtLO4y5bWq/toF1au/aXtakDoyMiZXjImb/P1dv2ASC28ff6uipbr7x0X1k9nrd0xoyBnt259H6FuR46edfqcTy9Xtj9ftLrie6z5+QNqH/W65OXeptvfnajFeazxxgs592jACffleKg4Oh9Y/aN0X1ozD41dml0rxunPLXF0O4+NbKigiK7f136/wFnPz+zV4f5Xrh5BTl57aT79Nh5/Dh5QY1VrxsGgzF4zO1BeruTrd3K1s6mb8vmVWTXbnv1NsoWP4w0aR53bmm9tINu5x1IXox+vHyfikOczuaFZ/6sx3O3GGruV+i4xfH08rvFcafzOB2n1ye3eptvfnajFeazxxgs592bPSffle5Y0tH7xuwbo/vQmH1q7NLoXjdOearU3denqkTzS3LyUkr3uzP74TiVy+zVYb4Xbh55Tl476T49dh4/TuUfq143DAZj8Jjbg/R2J1u7la2dTd+WzavIrt326m2ULX4YaXj7sJqL55fbeQeSF6MfL98n7xCns3nhmT/r8dwthpr7FTpucTy9/AP1unU7TvTxnuptvvnZjVaYzx5jsJx3gz0735V1Ke8cO88ns2/MI0vnGN42O/Z+4OixY/asc/KREn0Erxw8mdWnRvdLsvNSsvO7Gz+u/zg7f5/1TfWoMPnLmO+F3fHmc0wqCWT4+21I8+PZfOs8TC4LWY5J99Uybx+rXjcMBmPwmNuz9HZH9y6za0PSt29sqkd1mqfY2oZaVJcGHb2KDn54FmsbajPa7SNnejx5G9nFD3M7aedxly2t13bQLq1d+8va1IFRFhYzPOTM3+e6xjoA1Db+vrCv1dYrL91XVo/n1aVanc0Wx3X/O/Pvwa5e6nE8vV7Y/X7S64nus+fkDah/1uuTl3qbb352oxXms8cYLOelz54XNU455W0n+riUz1LuapxmHyRgcGqcckr1y02N0/CWGhY1Ts0za4yrcY74o7Cx6rPHGHo8qnHmTZ01t2eBAapxprejbZGE4Sc6EDVOAgp1iNQ440klq8edXdrzRI1zxAvkVmd1Nc54SlHVWY2zv1+gqXFSFAQ4xCRq1EmvapzZ4riuxql75jI1znPKiBeY+ewxBgjz2XNiKH1XvOZj51vj5I1UbrPN1kvJyWdnAP4+rvfCJS+7tEPtI8VgMPILN284u7bCKc1EO6M9AKLow6S0h1uOnmgpvHgb5dKWDXVa1qbmDscRVLpVjCykW8QVpVXH9HjuJY5nFCdLHPZSL7zWE6fjvNRbFuPPDcxnjzEYRmQaJyHkWkLIIULIXwgh37LZ7yeEbE/t/yMhZMq5LyWDwWAwGAwGg8FgjF3O+eMBQggP4HEAnwHQCuBNQsjPKKUHTYf9HYAuSulHCCE3AVgDYOm5LiuDMRZh0zIZDAaDwWAwGMDITOO8DMBfKKVHAYAQ8iyA6wGYB3vXA3gg9f8dAB4jhBCaTwsMGQyPsMEbg8FgMBgMBmMwjMQ0zkkAWkyfW1PbbI+hlMoAzgIoOyelYzAYDAaDwWAwGIw8YCQGe3bKMelv7Lwcox1IyApCyF5CyN62tracC8dgDCesvjLGGqzOMsYarM4yxhKsvjKGm3NuvUAIuRzAA5TSa1Kf/wEAKKX/YTrmpdQxrxFCfABOAahwm8ZJCGkDcHwYil0OoH0Y8h1qxkI5R0sZ2yml145kAUz1dbTcEydY+XJnKMo4muqsE2PhuxgO2HXbMxrr7Gj+rljZBsdQlW001lcnRvP3MRycb9cLeLtmT3V2JNbsvQlgBiFkKoATAG4CcHPaMT8DsAzAawAaALziZb0epbRiiMsKACCE7KWUzhuOvIeSsVDOsVDGc4VeX0f7PWHly52xUEYvuLWx+XKdA4Vd9+glvc6O5jKzsg2O0Vy2geK1H5tP1+yF8+16gaG95nM+2KOUyoSQuwC8BIAH8ASl9E+EkH8BsJdS+jMAPwKwlRDyFwCd0AaEDAaDwWAwGAwGg8HwyIg4M1JKfwHgF2nb/sn0/ziAG891uRgMBoPBYDAYDAYjXxgRU/UxyKaRLoBHxkI5x0IZzzWj/Z6w8uXOWCjjUHC+XGc67LrHDqO5zKxsg2M0l224ON+u+Xy7XmAIr/mcC7QwGAwGg8FgMBgMBmP4YW/2GAwGg8FgMBgMBiMPYYM9BoPBYDAYDAaDwchD2GCPwWAwGAwGg8FgMPIQNthjMBgMBoPBYDAYjDyEDfYYDAaDwWAwGAwGIw9hgz0Gg8FgMBgMBoPByEPYYI/BYDAYDAaDwWAw8hA22GMwGAwGg8FgMBiMPIQN9hgMBoPBYDAYDAYjD2GDPQaDwWAwGAwGg8HIQ9hgj8FgMBgMBoPBYDDyEDbYYzAYDAaDwWAwGIw8hA32GAwGg8FgMBgMBiMPYYM9BoPBYDAYDAaDwchD2GCPwWAwGAwGg8FgMPKQvBrsXXvttRQA+2N/Xv5GHFZf2d8A/0YcVmfZ3wD/RhxWZ9nfAP5GHFZf2d8A/zyRV4O99vb2kS4Cg+EZVl8ZYw1WZxljDVZnGWMJVl8Zw0FeDfYYDAaDwWAwGAwGg6HBBnsMBoPBYDAYDAaDkYewwR6DwWAwGAwGg8Fg5CHnbLBHCHmCEHKGEPKOaVspIeQ3hJDDqX9LUtsJIeRRQshfCCEHCCF156qcDAaDwWAwGAwGg5EPnMs3e08CuDZt27cAvEwpnQHg5dRnAPgsgBmpvxUA1p+jMjIYDAaDwWAwGAxGXuA7VyeilO4mhExJ23w9gIWp/z8FYBeA+1Lbn6aUUgCvE0KKCSETKaUnh6IsqkrREZEgyQpEH4+ysAiOIxnHdMUSiEkqOAJQquKWHd4AACAASURBVP0Rov2pFAiJHGKSCoVS8ISApI4TeIKkQhEQOCQVClWlSKoUPEcgcAQ+nkCSKSRFRUjkIckqZJVC5DmIAoGqwtjm4wgCAodYUoXAEZSGRAgCDwCQZRVn+hJIKioK/Dziyf40ZUERHTEJskoRTp0jmdrn93Hw8QRRSYWsqOA5om0XOEQlFUlFNY7jOAJZpaAqBSEEkqJCUSkEnoPIE1CQjPtnvr+EEPAE4DjO9j4PJV6+V0Y/8bhs1BG9zgQC/U2C2/1MJGS0R/vTl4dE+P3e07vtdyuf235JktEW6d9fERYhit73u+U/FGX0cg5G7kz51s8HdPz73/ncMJWEMdowt0OCj4PAA4kkhaJSyCpFSOQhK1q8NsdwWaFIyKltqZiv/yunYmRIJIgk+uNyUOQQT6qgFKgs8EMQeGscF3nETbE/JHLoiSu2MZyCoDjgQ3tEMsoWFDkUiQLaIpIljlMQlAQFdMWSUFUVCgU4Aiiqdp286bhscXOkYnsu5Fu/gMWM/Gc4vuORriHj9QEcpfQkIaQytX0SgBbTca2pbTkP9lSV4tDpXix/ei9au2KoKgni6TsuQ4Hfh7isgCcEAZGDJKuISSpiSQU+juDD7jhCIo+opKAkLOCt452on1qOO59pNvJZs7gWT+05hruumoGfv30C182eBI4jWLm1/5jHb54LnuOw6plmLJhWhqbLJ2P1tn3G/h8tq4ckU9xp2ra+qR7Nx9oxa+I49BTKmFwcRFRW0NoVd8xnfVM93m/rQVVpGL1xHqtM5dxy2zwkZGrZ9sjSOSgK+nDHk/33ZUNTPfw+grUvHcKXr5qBvoSMe3cc6D9HYx1efPsE/qauGrPGF4LjiO391e/LPZ+ZZRw31Nidd/Ot84btfGOdeFzG4Y6Ipf6ub6rHjLIwAgGf6/1MJGS8156ZfmZ5GH6/e3q3/W7lc9svSTKOd8fQ2hkzfrfR0iAmFwchitr+Q22Z6WdVhCGK7vl7uYe57mcwGMOL3g49/JtDWFxfjQlFAZQXiFAoxZEzEVSVBNAbly2xcm1DLcoLRKiU4ls730FFoWjE/M/NnmTE4ZWfmILr5lRl/L4L/Bz+4xfv4suLZmJKWQDHO7LH8UhcQkFAtJRhXWMdjrf3YmpFkWX792+ag6KggNu3vGnJIyhwON0Tx6Mvv4dlC6biqT3HsGzBVNy384Alz5+nxXO7e3WuY3su5Fu/gMWM/Ge4vuPRKtBi9yu0NQ8khKwghOwlhOxta2tzzbgjIhk/fACoKPDjdE8cf7t+D6787i4s3fQ6jp6JoC+h4NYn3kBPLInOiIT7X3gHSze9jvtfeAcxScGimonGlwEArV0x3LfzABbXV2P1tn1omHch7ty2D2d6EpZjOiNJo3FefuU0o2HX9/Mcbwz09G13PtOMq2omagOtzhjaIhK6otnzufOZZsydXIbuaH+g0vfpg0Tztq9ufwsnuuKWbdoxcSyur0Z7n2QM9IxzpK5z+dN70RGRbO+v+b6Yjxtq7M47nOcbLAOtr8NFR0zKqL93PtOMjpjz92i+n+1R+/TtUY/pIwnb/e2RhLfyuezviiXR3puw/G7bexPoiiUBAG0R+/RtEW/5D0UZvZxjNDBa6iyD4RWvdbYjIuHh3xzCsgVT8eCLB3H9469i6abX0R1N4idvHAdAMmKlFgfj4DkeqxZOt8R8cxxumHeh7e/bx/FYXF+NO59pRk9McY3j1aXhjDKs3rYPcyeXZWz/yrNvobUzlpGH36c98F1cX23EY32gZ84zPZ6n36uRiO25kG/9grESMxiDZ7i+45Ee7J0mhEwEgNS/Z1LbWwFUm46rAvChXQaU0k2U0nmU0nkVFRWuJ5RkxbiJALBq4fSMQcw9z71tNJgTigIZ++/dcQAqpZZ89H3FQSE1aCNo7dLeKpgJibyRTj/GDEdgmy9NnS8k8pBVCo6QrPm0dsWgpKagpO+z22ZXVn1bcVBwTKOfW5IV2/ubfl/044Yap/MO1/kGy0Dr63Ahq/b1V1a1Zypu9zPX9PGk/f54UvWUv9v+pEptf7dJj+nd9g9FHl7OMRoYLXWWwfCK1zoryYrjwGdxfbVjbA2JPDgCFAeFjJiv45RWpdRIY24DnI53aicUh+12cVzvr+jn1f9NPy49nqffq5GI7bmQb/2CsRIzGINnuL7jkR7s/QzAstT/lwF4wbT91pQq53wAZ4dqvZ7o41FVEjQ+OzV6eoOpUIqKAj823lKP7SvmY+Mt9ago8IPniCUfAKgqCaI7lkRVSRCKSlFVEkRUsjYqUUkx0unHmFEpbPMlhBj58RyxnN8uHz2NXh6nMpiPTy+rvq07lnRMo59b9Gn3K/3+pt8X/bihxum8w3W+0YCqUrT1JnCiK4q23gTUATQGPof660tNbXG7n7mm54l9ep54K5/bfqeOkH6Pcs1/KPLwcg4GgzF86Gu47NqK6RVhCDznGCtVCnTHkhkxX8cpLnOmuOzzEMed+hpO2+3iuN5/0M9r1y+wi+fp92okYnsu5Fu/gMWM/Ge4vuNzab3wEwCvAZhFCGklhPwdgO8A+Awh5DCAz6Q+A8AvABwF8BcAmwGsHqpylIVFbL51nnEzsw185lYXw8cRfG/JbIg8h+/88l08+OJBfPPaWZBVFeub6o20+vz1nc0tWNdYhx17P8D6xjpUFvktx5SGBWxIpdu8+yjWNdZZ9iuqgvVp29Y31eOVgyextqEWk0oC2LrnGKKSjIeXzHbMZ31TPeJJGS8fPI01i2st+6pKAkYZ9G2PLJ2DSSUBax6NdSgvELGzuQXlBSLWNtRm7N+x9wNsvnUeysKi7f013xfzcUON3XmH83wjjb4W4YZ1r+KKNb/DDetexaHTvZ4HfGVBMaP+rm+qR1nQ+Xs038/ykH368pC39EGRz6hPaxtqEUw9ZCkOcrb5Fwc5T/sDgn2Q96fEjSrC9uWvSJWvOMg75N/fSXA7xvUeu+xnMBjDS1lYRGWh37at4DmC9r54RqzU2q0AFFXBhl1HLDHfHId37P3A9vctq4qRhhDqGsePnunJiOEbmuqx/3hHRtm+f9McVJUGLdvWNdbhhX2tWNugxWE9Hqfnuc4mnqffq5GI7bmQb/2CoMhl1JF1jXUIiiP93oYxVLj1bQYL0QQv84N58+bRvXv3uh5nVmcKijxOn01g+db+BbwPL5mNynEBfGjMz+9fjPy9lw6hrS+B7SvmQ/BpqppqSs0qmxqnrFJwaWqcSUVF0KTGqVKK7qiE4qAAwcdDMalxRiUVKqV4/JW/4LnmVlSVBPHs8o/j8JkIQiKPkrCAsOiDrFIkFYpNvz+CPUc7sLahFs/vO4HPfmwippSH4ecJRA9qnHoe3TEJ//DXH9UUPDkOkqJCVSl8Y1+Nc8QfhXmtr3a09SZww7pXLU+kq0qCeH71Fago9HvKYyTVOFWV4v2OCI53RA0BlcllIUwpC4PjCD7siuKpPcfQMO9C8ByBolLs2PsBli2YigtKQkgmFfQlk4ialO5Cfg4FggBB4LXB8KkeLDeJI22+pR6zJhQZZcimxnmiKwptmTAx9uufJ5WEjGvoTSTQF+8vQ0GAQ6Hfb5xjiNU4x3SdHUmYGueIMerrrCyrOHSm1yKktrahFt/9lRbr1zfWoTgkglJrDHdT41Sp1i/giNZ+cYQg7OcQSSiIJ1Vs3n0Ue452WOJ4ZaEIwaf1CfQ277o5VXjxrVbUTSlDWVhERaEfhQEeitqvxplUVHA2apzmvsD6xjpEJAXVqTd9PNGmjDE1TgsjfhHZ6uuZnjgiiSQUSsClVOF5QhH2C6gsCpzjkjKGgzM9cQREoDfW368oDHKIS3D6jj3V2fNSvofjiKVDXBwU8V+rFyCeVMET7a1DPKlmrPm5b+cB3H9dDVZubcbJs3E0bHjNyKOqJIj7r6vBhl1HcPeiGZheGYZKCSoL/Z4awRNdUVyxZlfG9u0r5gMAlm563bJdm4cPzJpQCEo1WwRQisYf/tEyALh3xwFsXzHftpErDmWWozikNY7tkQTuWjTDuB/FQe+Nefr9PVeM1HlHgqFYixAI+DApi7qT2/30+32Y5B9ceo4jmFIWRmFAsA3CSZVi4x/ex8Y/vG9Jd/P8KQCA7riMG9btsR/sCjw4jmDWhCI8v/oKxyAvij5MEu3LL/p4x8G0+RoK/X5IsgSkzlHot57D7R677WcwGMOLz8fhoxOKtD6ApOBIWwTf/dUh7G/pBgDcuW0f7r+uBsVBAV//6dvYctulOBtL4oLiIKpKQrZxMVs8T4/lehzXBoRarDe3Oz9/5zSeW3k5KKW27djEYutbSQC4oDhoDHK+8ukZ+CqZOSQDs7EYY8dimZ2IJRV87bkDWLVwOoqDArpjSWzYdQSP3DRnpIvGGCIkRcXffv/1jL7Hs6mxwGBhvQxojUFloXXE/EFnxHExclVJ0Jj6YX4S+Py+E/jmtbMsbwO9yvzqc8vTv+DulHqg3b6g6LM0Yie6orZlBjCgxs7ufjBGF071ZSytRcgWhPX1KOnXx+tv5TwMdnMJ8vr0n3TJ7vTpP/nUkWAwzlf0mPdBZwS3P/mmZV9rVwxlYRG9cRnrGuuw9qV38euDZ7LGd6f22W49nTmOO8VwSqkxo2Ag18TapvyC5wja+hJYubXZ2GaOi4yxj5P4o5rjLEw20dcBpzU/UUnB5lvn4YJx2lP+V+/7FP5r9QLMmlCIr3x6RsbbwOVP70V3THIV0rCbW76hqR47m1uwYdeRjPVNdh3PfFuMzHAm39YipOP3cbZr+vw+rcka7rrOcQSzxhcav/HnV18xZr2ZGAyGN5zifkWhHzUTC/HYK4fx64OaaHhrVwwP/+YQTvXEM2K7Xfv80I2zURoWsrbZLIYzsuEWFxljH6c2KCDk1gacl2v2vGBnxrmxqR4TiwOOUxq1qRu/s2ybW12Mf/2bS7DSZJDo9DQwfW55SVBAVyxprC2UVYqkrDrOO883A9FhZsRvSK71dYBrEcYUp8/G0BmVcOpswljTN2GcH6UhEePHBSHLKt493WsxFN7QVI+LxhfCl7+Bb8S/XLZmjzFAxlSdtY37t9RjVmUhTvfGLfF9bnUxvnHNLIsxuTne2q1vE3xc1jjOYviIM+I3OVt9be+NoyuWRGtnzIiLVaVBlAQFlLPZWHnBINoAtmYvF8xP9t0603qjrlCKLbddikdfPmzM97970QxjoAf0v+1LF9Jw6rgPdPql1zJnI58HEflErtN0RvP3zHEc/ntfa4ZAy5eu/AgAzTT9f95qxZbbLrXsH3/lR9jUJQaDMSicYigAEEKwY9Xl6IhI2LDrCFYtnJ7hz6fH9rKwOKi2dahiODC623fG4JAUilffO4OraiZCpZrozysHT+LqSy4Y6aIxhoihbAPMsMGeA6pK0R3TGkqFUlBQY3v607pkSnlLViiqS0P4zuJL8KM/vI/PfmwiplWEseW2SxFPKvjwbBwbdh0BACRkBR90RMBxmkLXqW7Jogi6sakeHykPo0dSMoKOWUk0/Smh2zVla/x1YZakrCKWVNEbT6I7mrSoJA4kP8boZSieIMuyijN9CSQVFQLPobLAb3mrlkv9KAkKWLFwOuKSpkjl93FYsXA6xvmFVN4qPnPxRNz+5JtG+R9ZOgeqqg5Z+dzURr2cYzjvEYPBGFrS476PpzjVE0cypVo9qSSAsgIRjzfORVKh2HrHZTjVE8fz+05gUc14FAc1wamj7X24bcubabOC/FBU4hrHS4JC1vK5tRcDjeMDyZsxsgg8wTUfmwh9aToBcM3HJkJg31NeIaX6/bJKAVmBJCnZVLo9wQZ7Nuiy8Kd74haxlafvuAwJWbV0kNcsrsVTe47h9iumWqSaV3xymqWx1/1ovv2FGiRlFTelFLd0n5THXjmMigK/ofp1pjeBkrCAp149ho1/eD/j/BUF/gwxGLvy6R14AFk793rn/+HfHMKyBVMtU1PWNtSiOCSgNGx9E8mmm4xdOiKS8d0Bzm+cnXCbRplr/YjKEj7sTuBOU/7rm+ohlAFFvgBUAJt2HzF+L92xJDbtPoJ/vv6SISlfIiHjvfZIxvlnloeNAZ/bOYb7HjEYjKEjPe4vmFaGpssnY/W2fZZY/fO3T2DhReONeP/4zXNxy+WTcafpuLUNtVgwrcwYAJrj+dLLJjvG8atrKnH3opmWNsNrDNevYSBx3HztrC0a/Qg8cKonmRGXqkvYbJZ8IR6X0dITy5iqW41gTgO+vF3ckgsdEQnHO6IZYivHO6IZHeT7dh7A4vpq3LtDk8Nt7Yrhzm370NIZsz2uK5LEPc+9bdm3ets+3H7FVHzjmll48MWDWLrpddz/wjvo6JMMqfn0869aON1T+ZY/vRcdEcmxc98RkYxrXv70Xiyur86YmnLvjgOIpamIueXHGN3kat1wpi9hdEj0tKueacaZvgSA3OtHb0w1Apqe/s5nmtEb097cUUqxbMFU4/fy4IsHsWzBVM3ocgjK1x6VbM/fHu0vv9s5hvseMRiMoSM97i+/cpox0AP6Y3XDvAst8b4zkjQGevpxW149hsb5k23jebY4vri+OqPN8BrD9WsYSBxPT8faotFNJGEfFyMJ1SUlY6xwNpFEe28C97/wjtF2tPcmcDaRzClfNtizQZIVhEQ+ozNst023Y9D/1beFRN72OKc8JowLZDTOd27bB470P1Uzp9XP6aV8kqy4du71/Xb5tnbFoKTp+AyFzxtj5MhV9S2pqLbfv6xoQUeSFVQU+LHxlnpsXzEfG2+pR0WB33P9kFV7+WE5pXZHKTJ+L/ftPABd6NZL+bLVX7fzezlHrmVgMBjnjvS4z3PE9vepb9fjvV3cXVxfjb//sXUAqMfzbHHcKf56ieH6NQwkjqeny5Y3Y+TxEpcYY5ukSjNe5Ny74wCSOX7HbLBng+hLvTpN6wzbbdO98NI98ez8dLpjScc8OGIfWBTTF2xOq5/TS/lEH+/audf32+Wryb5aqwqTiB7b5GrdIPCc7ffv47V6EhR5fPPaWZY3b9+8dhaCorf64Uv57GXkn5pSpDgEPf334lY+t/rrdn4v58i1DAwG49yRHvcVldr+PvXtery3i7tlYdGxfcoWx53ir5cYrl/DQOJ4erpseTNGHi9xiTG2cerb2Fm2DQQ22LOhLCxiclkow8+kNCzgoRtnW7bpa/HWNtRiw64jxhzqykLR9rjSsID1jXWWfQ8vme34I+5OTRvTz7/xlnpt7Y+N997kspBjB96tc6/v39ncgjWLMz39ytPm+ee7z1u+k6uPXGWBHxua6i3f/4amelQWaPVEdng65fUJZHGQw/q0/Nc31aM4mBpI+ewHUkJK/MStfG71tzwk2p6/PNRfv93OkWsZGAzGuSM97m/efRTr0mL1usY67Nj7gSXe28X0ikK/YzzPFsd3NrdktBleY7h+DQOJ4+npWFs0unGLi4yxT8DhwYs/xwcvzGfPAV2VKyYpUCjAE+CuH+8HAKxaOB2VhX4U+H0o8PPgOQ6UUsRlFRwhiCdltPdJUFSKwoCA8gIRhAAcIVApQEChUkBJSecGRQ5FooD32vqwcmv/wtvHbp6LmKSAIwTdsSQ27DqCH91Wj6ikQpI1dbCuiITikIiQnzcacidFLS9qnB0RCaqqQqHauigvlhNjVL1rxAs6Vj3LdHSlSVlR4UtTmrTznASAV+/7FCaVhFzz7owk4OMpemOqoYZZGOQgKwSlYT9On42hpSuGr25/y/i9PLJ0DqpLghg/LuhaPmBo1TidzpFrGdJgdXaQMJ+9EWNM1Vk97kclBSe6YggIHAoCAjhCIPAEIk+QTM2FjMsqeEJQ4OehqFRT5VYpfDyHsJ+gtSthiecbmurRG0/iu786lDWOlwZFw193oDHcfIzXOJ6ebozG86FixC84W339oCOCkMghIVMjLvl9BFFJxYVl4XNcUsZwoKoU757qwQpT27HplnpcNKGI+ewNBxyndSqR+v209SbQ1pdAa1cMK7c2AwCurqnEA1+4BElFBUkFg/890WPYK6xaOB0Cz8HHEfh8BKe6E1Zz9VvmYdaE/rcpsyoL8dzKyyGnZJ6f3qMpcepcXVOJzkgSLSaVnurSIIICB2LzfScVFW29cXAc5+jbl0sDn6vPGyM3cg3Ouab3+ThcUBy03adPCzJPRxjQmkBZRU9cgawAHAGSCkVSVRFMpSccsVXj/NcbPuapfIB7/RUEbeoUUvdHEDLL7nYOHadHauw3xGCMHvS4r6gJfP2nmpDa3OpifP3qmZgwLghKObT3xRFPag92AwKHSILLiOsTigoxq1LE9hXzkZBVKCrF5t1H8Vxz64Di+GBj+GDaFNYWjX4CPi41fZgz4mIsqaLI72zXwRhbcBzB9LIwtq+Yb3nQzHz2BoHdky/Bpw3KYlJ/g6mq1PDIEnkOT99+GW7d8gZauzSJ5C8vmoklG18zGnl9qua/3nAJ/D4Ot215EwumlWHVwulQE0BvQsbahtrUGz6Ks/EkTvXEQKk2T5fnCPoSMhKyiopCP26ePwV3/NU0KJRCkilEnqArKuH+F94xzrmusQ4BgQMP4MOz2pqAvriMf/zvd9DWl8CaxbXYfeg0GudPAc8RBEQOUpJCSl1TLKng1ifeMPLbeEs9ZlYUoDsun+9P+EY1XqSysw3mdJnx4x1Ro8OR7sPk9U2w3f6ysIin77gsI3/ztKBsHnSCj6CtT8mwLSgq1posH0ewpuFjiCa0N39VJUFcNvVjoLS/fJIkoy3S/2auIixCFL01eV7ujxtu1gte7jGDwRhezLN4ZJUaD2i3/t1laO+VQAgsMwjWNtSiNCygN65gXEjEqbNxrG2oRYHfh6KgAEqB1q4oeI5AVilEn9Yx//rVM/HVz8yArGiuvT954zh+ffCM0S4U+oGkouB0r4LehIzjHVHsbG7BsgVTLTFc9PEoDvi0tk1RQQH8288PGnlpnn4BFPkFxzeEjLEJzxMABC2dUcuDAm07Ix+QJBlRRbZsiyoyiATP/Rc7zrvBnpsPje6d8/QdlyEqZXY2n13xcZw6m0BJWMSy1CAJ6FcDvP+6Gqzc2owHr78EFQV+NM6fbBlMrW2oxc7mVtxQNwlP/L+jGWUw+/Y9v+8EbqibZPHSW9tQi4oCP1q7YoYU9HMr5+P99ojluEdvmosHXzyIp/Ycw99/agZu/uEfbb350vP7/m/fc/T5YYFi9ODmk+c2GOyKJXC6J255cLC2oRbjQj6UhQOu6b3sj0qKJf8NTfVQVQqOI64DoUSS2toW/HTl5QAAkac41pHpwze1THsyLUkyDrVl+uTNqgh7ajDd7o8XnKwXnlt5OS4oDjJvKwZjhHHy1NX7AncvmmG0AUC/rcJdV82wDAAfXjIbgo/gw+6YJR89nv/dX01DQODw9z/eb9nX1ithf0s3Vj3TjIeXzIGkqBn9gd2HTuOvayfh5h/+0fKg2dy2mfNamcorKPIsjucZCtVmmaXHpaIge7OXLyRUGa1dmX2bKWWAmMOQ7bxb1enmQ6N75xzviNp21A6fjqBhw2ug1F4xR5c8Dok8Vi2cniG/fO+OA1h+5TTcu+OAbRnMvn36cXZlNJ8zIasZx9397H6sWjjdIgFt582Xnl82nx/G6MFNKtvNNykmZdYZzYdJ9ZTebX+uHnSSg21BMmVbcNbBh+9syoevLWLvk9fmsR673R8vuFkvMG8rBmNkcfLU1eOik61Cuv/ePc+9DR/HZ+Sjx/Ov//RtdEaSGfv02NvaFUN5gWjbH2iYd6GlH7G4vjqjbbPLi8Xx/EOy6evdu+MAJJn57OULPQ59m55Ybt/xeTfYc/Ohyeadow/iAIAnDuqZKcnjqKQ4nsPs05NtwOjk81NseoqjS0E7HWeWgHa7ZsBZMpr57Ywu3KSy3QaDbvK+Xn0Znfbn6kHHO6jT6k+l3fyGcvUjGgr5YzfrBeZtxWCMLE6eunpctLMwcIqRHIHrA2C7fUAqjjs8QE7vB7jF8aqSIIiDlRNrW8Y2bpZDjLHPcHkpnneDPTcfmmzeOfogDgBO9cQzrA/0NXsP3TgbJWHBMQ+zT0+2AaOTz49eBn3qW3uf5HhcaVjE1TWV2HhLPcoKRGy57VLMrS52zK80LGYdRDBGB25S2a6+ig4DEcGjB5zb/lw96ASO4PGb52LLbZdi+4r52HLbpXj85rkQUoM9N7+hXP2I3O6PF9ysF5i3FYMxsjh56upxeMOuI3h4idVuySlGqhSuD4Cd9q1tqMWps3HHNkeP4dtXzDdiulNe6xrrcKrHPi/WtoxtBIe4JrCpuXnDcHkpjgrrBULIPQC+BE207n8B3A5gIoBnAZQC2AfgFkpp1jkIXiSWc12zFxJ43LrlDVQU+PHAF2rQGUmiOCRgXFCAX+CQSKr4zi//jLZeCf/nrz+aMW9+bUOtsRZvy6vHBrxmb0OTNmg70RVDR0TCya4IPlUzAWejSWNqiT7H94JxfhACnOi2zv81X6eeXzSh4IPOKH75vydx/dxJljLl6Vz/Eb+YXGXs3QRYsq0Hc1szl+uaPbf83fZH4nEc60hk7J9a5kc4EEA8LuNwR+aavBllYQQCvpzX7HkRV/FCNuuFQazZG/N1dqRg1gsjxqius25r9tr6EnjitnlIyhQFAR84QhBLyognVUu8fXjJbBQGfeiKJD2v2dvQVA+BJ+iNyygK+rBzbws+N3tSRhy/sNSPDzoz1/D84OX3LAIvpWEBUUnFd3+l9T++cc2s8yGODzUjfnOy1ddIPI6jNmvVp6XiImPs49a3scFTnR3xwR4hZBKA/weghlIaI4Q8B+AXAP4awH9RSp8lhGwA8DaldH22vLx2RPQOGEA1JUxKIfIcCACSkrOVVYrCAI+YpIIQGMfxhBifgyKHmKSpAYo8B54HkjKFkhKhEDiCAj/B2ZiKZEptU+AIVFD4OA6SrEJIwmX5ZAAAIABJREFU+fYoKcVAjtOUOnWFzoCPg5zy8NH2A1TVprmpNOXXl1L8UlSt3DxH8Ns/ncTVl1wASimWbnrd8lq4qiSIZ1fMBwEg+rRyyKrm+dcZSWD3oTZc+7GJ4DmCsMiDEGLYS/BEk71PVy4FnP39RikjXrjh7jjn6iPnlj4el9ER609fFhQtjVEuHnQnuqK29Xb7ivmGT5/b+Yd7/1Dk4cXLz0Te19nhgg32RoxRX2dlWUVnVIKkqFBVikDKYkVSNMsEgSfgCUFCUSFwHGgqfsuKasRbLuWj6+MI4imrBR9HIPg4w3ohKGh+fFLKWknkNX9ePd4nU3FcTcVxQgheOXgSn7l4omNbaO43JGQVAkcQkWQcbY/ivZM9Rhz3+7T2VVfZ1mM5x3EoCdqrdp6nSsEjfoHZ6uuJrij++X/+hMX11cY0453NLfj25y/25F/LGBt46XuYGFM+ez4AQUJIEkAIwEkAVwG4ObX/KQAPAMg62POCqlIcbuuzPE1/9Ka5KAz6sOPND4wnawumlaHp8sl47JXDtm/fdh86jevmVGV92vb9m+agvNCPD7usCl1P3n4puiIxbP5DphqnpurF4a4f77dVz9SfFP79pz6CeFLF13/6tu1x6xvroKgqPuyO287/Tcgq1vzyzxnnX99Yh2s/NgG3P/lm1vPffsVU48nn5lvnwe/jLKqj7CniyJPNNymZVPBee+bTo4sqCww/uWzpEwn7p08zy8PGYMXNgy7bftVh/Yr+cMrt6Vcyqdju16/PLb2Xp2u55iFJsu134PXtI4PByI30/sDVNZX45rUXoa034fim75Glc7Bp9xEs/8Q0S6x+4As1iEqKJd26xjo89sphtPVK9krYhSK6ozK+uv0t23i7rrHOcQ1Pe58EjgB9CTkj9p/siuCTF1Xi9iffNK4rXWVbj+V3L5qJR039ls23zsOMioKMfhKL6SOPSil+ffAMfn3wjGX7P11XM0IlYgw1g3iz54kRX7NHKT0B4HsAPoA2yDsLoBlAN6VUN5toBTBpKM5np4B397P70doZQ8O8C40pFMuvnIbV2/Y5KmY2zLvQVjFncX218fkrz76FpEwz1JNaOjX1Lru873nubXSlVLvs1DN1da/OSNIwfbU77s5t+8AR4rgukCPAvddchKf2HMtI19oVdz2/Wbl0+dN7cbwjajmOKX+Nbs70JWzrr66G6UZ71F7tsj06NN855yCARIjW0eiI2Z+/I9avBprt+tzSu+0fijxyVQxlMBi5kd4fWFxfjZbOmKM6Z2tXDF/d/hYW11dnxOpO0xROPZ3eh3BSwgY4w8LB7pjV2/Y5ruEpCYsIij7EkyoqUuuA9Rh+Vc1Ei2Koncq2HstXpfVblj+9F2f6EkwpeBTiFhcZYx8vfY/BMOKDPUJICYDrAUwFcAGAMIDP2hxqO9+UELKCELKXELK3ra3N9XxOCnghkbeoXvl47f+VhX7b430elDJbu+wVunT1LydVLV21K5vqlllBzOk4WaXYsOsI1iy2CsmsbajF17a/jduffBPLFky1CLZ4Pb/5Ws1pzMcx5a9MBlpfh4tcFZ+GSzFKhyPIqLdrFteC47ydf7j3n6tzjAZGS51lMLzitc6m9wcqC/0oDmVXuzTHQHOszKbq6RRLzf0Dp2OITVu4rrEO//rin/Dp//w97n/hHXzjmllGHG/timVYQ3mN5fp22UEtmcX04cFrfbWrC2sW14KN9fKHfFbj/DSAY5TSNkppEsB/AVgAoJgQor+zrALwoV1iSukmSuk8Sum8iooK15M5KeBFJcWifslzmhpfgd9nezzvoNanq3nqn+0UunT1L6e3brpqVza1TrOCmNNxPEewv6Ub33vpEB68/hL8/t6FePD6S/DdXx3C/pZu4+me2WfP6/nN1+qkNMaUvzIZaH3Nhiyr+LA7huMdEXzYHYM8AK+dXBWfhksxSkelwFN7juH+62qwfcV83H9dDZ7acwyq6u38w73/XJ1jNDCUdZbBOBd4rbPp/YECvw+FASFrbDfHQHOszKbq6RRLzf2DbMfoMfy3X7sSP14+H4+9ctiYypcex/U3Pea8vMZyfbvPoX/DYvrw4LW+Uoe4OAp0FhlDxHD1C0bDYO8DAPMJISGivYteBOAggN8BaEgdswzAC0NxMjvJ+kdvmouq0iB27P0A6xrrtEY8kcSaxbWQFNX2SYokK1ifJqu+vqkeO5tbjM/fv2kOBB/JsGioKtXW5u1sbsnI++Elmm1DVUkQG3YdyZCff+K2edj3fgdKwwIeunG2cVz6OTY01WP/8Q4AQFtfAgGBQ09cxu1Pvon9Ld3G/WjtihkCK/p8/+rSoGO+ur3E2oZabNh1xJjLP7ksZDnObAPAGHp0tcglG1/DJ9fuwpKNr+Hd072eB3yVBX7b+qvbArhRHhJt05eH+r9zVaVo603gRFcUbb2JAXnUEQIsWzAVD754EEs3vY4HXzyIZQumGk8wi4Kc7fmLgpxxfVtuv9Ty29ly+6XG9YX99unDfi19WdD++sqC/dfndkyu+xkMxvCS3h+QFBV+H7GdDaPHu0eWzsHO5paMWF0aFjLi5brGOuxsbnGM5aIPeGTpHMd4u76pHnsOtxkx/N6fHkBXRMpYs6W/ndNj+CsHT1psX3Y2t2TYwOixfENav2XzrfNQWeDPau3DGBkKgxzuvfYiiLpFEq99LgyOhq48YygIufRNBsuIq3ECACHknwEsBSAD2A/NhmES+q0X9gNoopRmXVDkVSnOrDJFCIHIE8gqRUJW4UspTSZViq17jqHx8qnojSch8hz6EjLO9CYM9SNdjVNT7OIAQqGo/SqaCgUUVQXPceAJEE91xH+2/wTmTS3FhHEBBHwcVKotvOWJVY2T44D2Xim1jk5ffF2PykIRPKcpZOppRV5T7ZRTZSkNCOiMJ5FUVE0FjGqKn//ioOSkpFTFwn4eBWK/OldQ5DU10FTZOQJQEPh9BJGEYqgochxBR0QCgXYf5ZT6GKAZaI9CNa8RL4hbfc2mhvZhdwxLNr5med1fVRLEcysvN0RPkklFU7tMKTpVFvgN8RXAXfEpFzVOXdL8eEcUIVHzsppcFsKUsrDFHsIpfzfVsbbeBOJJCRzhjfOrVEFAEFFR6IeqUrx7qgcrtvYvct50Sz0umlAEjiNo602gvTeKoqDfSN8TS6C8MISKQj8+7I7h1+98iKtqJoLSfmW8qy+5wLi/qkoRkRLoialGHkVBDmHRb1xHtnv0YXcMD/zsnYxrfOALlzgJ14z6OjtaYWqcI8aor7OqStEVSyAmaTGuMyIhkVRRXiBCoRTd0SQoBcYX+SHwHHgO/QraKaXOWFKFjycQfQSSTEFT8VxX4+QJ0B5JWkQX1jXWYdK4ACRFBQWBrKgWNU6eIwiIHPriihHDpVQfxa5t/KfPXwwu1Z+hIBkqm+bPQH8sLw8JaI8mM1SRze1z2M8jKqlIKioEnkNFWDSUPUdhbM+FEb+IbPX19FlNmGelqR5tbKpHeYGI8eOcxdAYY4eT3THsfb8dcyeXGf3y/cc7MG9KOSbm0C8YFZJvlNJvA/h22uajAC4bjvOZVQbtvK7WNtRicnkI182ehJs3v25s15+ELVswFf/8P3/CsgVTUV4g4ppH/oCrayrx5UUzceczzbaqWmY1rzWLtf8DwL9cfzFefPsEFs+rRkefZEnzk+XzjYEeoC++bsaD118C0cdlqHL2DwjrEJVk3LbFqqi5YFoZ7rpqRoaPj53cu1mF0ekemdU4Z40vRElQMLzJ7O4BU/PyjpsHW9JhTYWsaB2WZFLBu2f6Bq1G6cVn71hX1HF/VyyB0z1x3P/CO5Y6My7kQ1k44Jp/WVA0fk/m8ulvvQoFHqd6VNz5zJvW8oe0wWxbX8IY6On3ZsXWZuy8cwHGFwUwzs/jVA9nSJrr6cf5tfSKquKBF9/FAy++a7nHi2omGP8/G0+gpTNu+T2ta6xDdSlQEgpAkuzvsa62KSuqrbLaP37O+3RcBoORO2d6NKGWBdPKcMvlk3HPc29Z2q2igA+dUQkFfh9O9yQc/XnXNdZh3/sdWDCjwhLPf/eNT2aILqzetg/bvvRx/Pj19zP89TY01YOAYuWmfRmxdOUnpti2jRUucRzQ3mSmt7sbmuoz1Dj1drii0J/hOWru67DYfm5RAWOgB2j1aOUzzfjpqstHtmCMIaMoQDClogg3pfVNigJjfxrniGKnznnvjgOIJtSMgdZ9Ow/g3msuwvdeOoRfHzyD+3YeQDAlkb64vtpo/JyUt3Q1L31+/d2LZuDObfvQMO9CnOiKZ6RJyPYd+pDI26py6vvv3LYPLZ2xjLIsqhlvUehq7fKmoOh0j8xqnB0RCWf6+k2w7e4BU/Pyjt09N98/wWFNhS81vSNnNUqX87vtj0mq7W9Af3rumn9Mwg9efs+yNuEHL7/nWekynrQXYkoktafabkqYTqpnnGklfDShZvyeVm/bh2hC9XQO3mFuPs86TAzGOcPcFi2qGZ8R9+/dcQBd0STu+vF+iD4+Q0HbHAtXp5Qw0+O54iC60NabsKiA69tXPdOMM72SbSytm1I2aCVku3bXTo3THKfNcR2w9nWc0jCGB8mhT5gcwHp9xuimO6ba9n26Y7l9x+f9YM9JndNORbO1K4bOiGSseaso8IMA2L5iPmZWFhjyx9mUr/T/l4VFXFgWQmtXDDxHbJW8Tp2NOS6q1vNzUgCzU9TMpto5mHtkvh5JVixvm5zOxdS8vOF0z/X7V1ngz1iDscG05i5XJUi387vtd+rcqB7zl1XNT2jl1mYs3fQ6Vm5txq8PnvFcfqeBlP7k2S29F9WzXO+xj8tcG7Rmce2oE2hhMPIZc1vkFLcmjAvgoRtnZ6hc6vvNsZBSmhGXT52N27ZHHRHJogJuztNJFXuwcTz9Wu3Kr382x+n0WSQsto8cbnGNMfaRVYq2XuuDk7ZeKWc1zlExjfNcYp6HLvCcoXxjbrzMna/WrhjmVhdj1cLpKAuLGBcUDInjb147C180TfP8wRfnIp5UUFnot+Q5t7oYdy+agfJCP35zz5WQFBXFQQE8R/Dzu/8Koo/DxOIAdn9zIVQVUFLrKCml2NBUn2GE+r2XDqGqJGis61n5iSnY+If3LeXnCMHGW+pRViDi51/+KwREHmLqbVD6tfo4gs5IHIpKjAXY3TEJMUmBQil8nH26ykI/frL84yCEpI7rv5e6yld6muFU83JbYzaWEH08rq6pzFiXod8/n4/DReML8dzKyzPWWgBwrNfpSpBO+3WVOqfvz3U/z9mWX9AXlrukFziCB667CFfVTIRKKbjUmjnBVH67/PXyC5wmjJQ+lVrweP1m1TM9/6f2HMO3P3+xcbyXe5ytjBzH2Z7j326odaseDAZjCFBVbT3ujlWXoyMiIamoqCoJoqLAj1ULp6M4KCAqKeiKJLF00+vYctulGbH9vs9ehPFFAfzu659Ee5+EgCmeg2rKwgJPbGP5U3uO4Z+uuxi//donsen3R/BccysA5xhOAEMp067dORtLoNAvGlPtOyISVFWFQmGsPbZLWxoWsX3FfHTHktj3fgcIITjRFYXoy+w3jERsz4V86hcIHMHjN89FZyRprIUvDQtGXGOMfQI+Dv+5tBY+Tlune0FxEP+5tBYBXx4ItAwVXhZip89Xf3jJbIT8Pqw0CTmsbajFBSVBtPcmsPH3R7BswVTLHP01i2sh8pwxr1+nqiSIB6+/BL/835NounwyVm/LnG9vbuSXf2IaBB+Hdb/7C1Z/6iOISUrGcbsPncYXPz4FKqU43hHFoy8fRltfwrJOYH1TPV58qxUb//A+qkqCePL2SxFPqlj1TDMWTCvzVJYvL5qJ5mPtuHLWeADA6Z7+aShX11Ti7kUzLYFqbUMtnt93AjfUTbI97lyv2XNbA2bDiLeO2epr+joJ/c3dReMLjQFdNiRJxqE25/ViQ7FmL+uaQpc1g27pe+JxHO9IZKSfXOZHUSCA3ngc79vsn1LmR2FAWy93vDuG1s6YERSrSoOYXByEKPpcyxeJx3HUJv9pZX6EAwEAcL2HbvsH8R2P6jo7mmECLSPGqK2zdm3QYzfPhcAR9MRlS+x66MbZ+M4vtfW7elyrKPDj//z1RbjnubctcXFcSABHgN6YbNn3o2X1CAg+tPUm0BGRsLO5Bcs/MQ3//ot3jfV+z7x2HHuOdjjGcD3Opq+ZM8fx8gIBFeEADrf14eHfHLL0X+xi+fqmevwgtWbPLu+n77gMUUmxrNlLX/s/Wtfs5Vu/IBKP41hHIiNmTDXFJcbYpjsaR0tXZt+jusSP4pDtd+ypzp5Xg7223gRuWPdqxgDt6TsuM1QDu2NJbNh1BG19Cfx01eVQVGoslDSneXbFfPzVmt9lnEN/OrazuQWL66sxs7IAtzzxRkb6+6+rwYMvHsSD118CSVEh8pwhZmF33NqGWvTEZZSFRRSHRNz707eN6aRVJUH8ePl8nOzW3qjNHF+AW36knfM391yJ25980/Ik8tEvzsXpnjg6IhI27DqC/S3dRh5HzvQBQEZZrq6pxANfuASySnHkTB8effkwVi2cjgdfPGg57qcrL0dfQkZI5KGmFEADAo8LioOYUBQYtmDg9N0+v/qKjEXqKUZ1oz6I68lI/8Pdf0HDvAvBcwSKSrFj7wf40pUfQUWhH229Cfzf5w9kvHX6txtqLeJF2Z6IZtvvpfxuapxLbX5321fMx6SSkOt+QBvwtkX6lTArwiJEsX8yQza1Ujc1UC/HuJXRy3eQxqius6MZNtgbMUZtnXVqo55dMd825t9/XQ1Wbm3G3Opi/OeS2QBgG9sfvP4SVJeGcNuWzH0PL5mD4pCAzoiEqKQgIHD44uY/Gvt/snw+Dp7syRrDAS0ef/vzF+Pk2cw4/pPl88FzBEs2vmb0H+xiuf6m74GfvWOIRG28pT7j+KqSIF64awHikmqc7+WDp7GoZjzKwuKwx/ZcyLd+gZe4xxjbDOI7HjtqnOcKSVZQUeC3TJvasOsIeI5AUlQ8+svDAGBM31BVmrH2SJ/SqagUe+77FAhHIMma/cLuQ6dRXRrEJBrErAk1EFI2Ck5z5Fu7YpheEUZQ5BFJyFmP4wjByq3NAIDmf1yEH9w8V5N+5giCIgdZpphUEkR1aRCUAk8smwe/wMPHETx042zjWve3dCOpqGjY8FrGuSilmDm+AAJP8Ozy+dr0uZQVRUySAapJSk8pC+Gb185CSShz7v6//+LPePBvLrE8edJ9e4ZzKoXbGrCxRq7XI8kK3ni/G3VTyoy6/sb73bh1Qf+au09fVImLLyiComp152yk0rpWI6lAkhVtrrisIJlULGpvkmTdL0mKYSvg9FvzWn5Zpbbpva6HA2AYsDt9Tn/QZf4sqxTfuHomwn4BskpRVRLE1LKZlvxlleLG+irUXFBkHMOhylLGbNcgyQq+/fkaAMRIf8kFNWO2zjIYYwm7Nurlg6ctMV+P98VBAZNKgvjjP1wFwhHEUmbqTmvtBN5+HZ5KKTojEpZueh1f//QM/G19FX5/70L4OAK/j0NSUTGnahySKsW2L30chAB+H5fRhvz64Bn838/V2MZxlVJwFNi+4uOgINj2pY+D5wgIoNlBKQoopaAAQCm+fNUMLK6vxssHT2N6Rdi23JGEgrDIIyjwxmBwz9EObL51njHQG43TJfOtX+Al7jHGNsP1HZ9Xg72gyNtaInBEMx399hdqkEizMdj6d5dZ1u5945pZjrLLG5rqISkqmn74hrF/+4r5tvPb9XnvR9oiKC8QUZQyRHU6LpmS1H/guovw4VnrK15dpvn7Lx82pmw4Tdn83kuHoFLYnuvdU73Y2dySMUXj4SWzURwWcYtJCnZtQy18qXVZZun4tr4EYpKC+6+rQVlYRGWhHxOLtCklA5hKMWDc1oCNNXK9Hqe6Hkwt+i8M8vjopOIMed/CoLY/kZDxXnvmFMSZ5WH4/e5TFP0+zvb8/tT0RLfpNUGH9EFfv5ms7f1JrQl0K5/bNNeyMI9jHTLuSLs/FxT33/+SEI8JxaEM+4aSlP1DyOE76Bde4BynijIYjOHFro1c11iHkykxlYoCv228Ly/0Y/Pvj2LZgim2bVBUUgwhDbt9Ak/w9U/PwMKPjre2HY11CAgc2k2WDfq0Sn2AZZ6y6bRm2CmO68tCPjd7ElY/8aZlu358V8R+PZ6sUFz/+B5UFPjx4PWXYGp5GCE/j/Kw39O0/pEi3/oFgsN3ztbs5Q9+n33fxp/jmr3zSo1TVqmtHPyJ7jgW11ejy8bG4D9+8Wesa6xDVUkQqxZOzyq7vOqZZsgKLPu5lFBEVYlVcW9ncwvWLK7Foy8fxp3b9uFMTyJDme/xm+uws7kFaxtqjeDx6YsnZsge6zLNi+urjfLZWR/ct/MA7l40Az4eWJ+6JnOZNuw6gsX11Rky0Pc89zZaU1YO5utu6YzhW5/9qCWftQ21+Pdf/BkrtzajYcNruPmHf0Sbi8z+UFAWFrH51nmWsmy+dZ4hODPWyPV6nOq6/nSoN6bYynf3xrQnnu1Re9sAXd7bzfpAku2tFyTZm/WCTGFf/tTDLY4g43elP7jxUj43W4SzMdV2/1mT/HFv3P6Y3njK69DhHugy2d0O58hVYpnBYLhj10au3rYPlFKsWVyLuxfNsI33rZ0xLL9yGkoLRDy8ZHZGG1QSFrB1zzE8frM1xq5rrENpWBNm+5u6qszf/rZ9IISzlMnO5uC+nQfwrc9+FEGRM/om+jmyxfH7dh6wtXnQbZxWb9uHhKzY9kO+88s/o7Urhv0t3bj9yTfR9KM/goAYAzm39nykyLd+gY/nbOOebrnEGPsQ2Pdtch3On1dv9pIOHiUEsEgnm/n1wTP48lUzsPWOy8A5SCSb06Y/YEnIKr77q0O4/7oaVBb6UV7gR3dUG5h976VDxro7lVJ876VDlukapWEBi+ur8d1fHcJDS2bj/utqHCXtQyKPEPrlnp3kkatLg+iNydj62nFsue1SiD4O757qNcrilE5/G5G+7WwsaZS5stCPrz3Xv5ZQP052MAAfyqkUHEcwa3whnl99xaiaRjJYcr0ep7quDzRytQ1w25902J/0aL3gZBqvv+GOm35X+u/lu786hEdumnNOrm8o7gGbksNgjBxObSRHCL77q3fxyE1zHGMhzxEkZBX//ot3se1LH0dSUcETglM9cfzzzw5if0s3rps9ydI+FYcEfOUnb+GhJbMdl3ekWz45xeOzsSR4juCZAcZxJ5sH/XiB5/CdX75riel9Cdkye0dPY47fo3W6ZL71C2JJJWvcY4x93Po2g+W8Guw5vdKPSoohkmK3v71PQl9CRlVJyHGqpf5/ktaG8ISgrS9hrLdzWgAdlRTsb+k2jjMvCK8qCeJ4RxQrtzZj9zc/lfUa9H1O8shH2iIQeQ57jnbgueZW/OaeKy3lcUoXlayNtr6tO5Y0yrzltkvRljLtNh/nJBU91FMpOI54Ei8ZK7hdT7Y1Em7TV3K1ZnCbTpKrtYOX85t/VwM9f677z9U5GAzG8ODUBunxPNtUTADgUrH93VO9tjH9w7PxjHje1pfA4TN9+OjEItu805dYOMXj7mgSFYX+AcdxJbU22O6a9X/1foheZv2YbPF7NE+XzKd+gc8h7rGYkT8M13d8Xr37tXulr0+72NncgpKwkDEt4+Els1ESFkAIwTOvHcuYNrG2QZs2of8/IHCW/T4eWG8yv97Z3GL5rM/VLy8QHfN96MbZKA1ra/pe2NeakX5DUz0qC0VjamhVSRAbdh1xnD5aWdRvyL1591HLNe1sbsm4xoeXzEZVaTCjfFWlQexsbjG2lYYFPHSj9f7p4iz5NJViNKCvkbhh3au4Ys3vcMO6V3HodK9hWl4SFGxN10tSb6ErwmJmPWyqR0XqOykP2e8vD2n7RZ/9dBIxNa+8LGifviyopXebXlMc5GzTFwe1/AWH8wsezx+ymQK1rrEOIVFLbzdFal1jHYJif5PpVkbXe+Cyn8FgDB92bdC6Rm3pxKqF0/HbP53ExrTf59qGWpSGBZyNSXjl4ElsaKq3xF39uPWp7fpnPfbq+dvF8fWNdaBUtbRrO5tbsL4xswwXFAew/3iHkYeXOL5mcS127P3AdrveLzGXWf9s15dIj9/5Nl1ytFIQsI85BYHzqiuf17j1KwbLeWW9AGid5Pa+BOJJBRxHNMVMUKgqQAgg8BwkWTXk2AWeIKloqpxXrt2FJfVVWH7lNIg+Di2dUfAcAUeIoZL1/S/OAU+Ikb7Ar31BvQkVJ1Jv3M5GErj8IxVQU0bkok87JwUgKxQhgYOsUiTV/v1JRQWl2tSvggCPmKQaapwhkUNSppBUCo5ohtAKpdC/WlmlIAAiCRklYRGgmh1CInWdYVH7v6JS8ByB4CNIyto1m9U4/T4eMqXgCdEM6XkY5RB4LiXxr0KfhWZ+25SLUtcwqXyN+KOwXGTs3WT7vcj6JxIy2qP91gTlIdGitplt/4muKO768X5DqU6v/4/dPNeQB47HZXTE+tOXBUVDrRPI/r0e74ggkZQNNUwfRxBJJOEXfJhcFsbxjgi++uxbGef//k1zcGFZ2PX8H3RG8NjLf8HyK6cZ1hSbdx/FXYtm4MJSzTbh+789nLH/K5+eYVzf8Y4ISsI8emP97UVhkEN3RMGFZWG09Sbw+pEzmDu5zPht7T/egfnTK43vwO0epTGm6+xIwqwXRoxRXWfT+wMFfg6RhPZ7/uTaXfjN167E6bNxTBgXMKZp6lOqfBwBxwEHWnswrSKMYMo/lOcIAiKHmKT2x+PU9qDIIZqKmYUB3vi/WY2TIwRJlUJVKXw8QSQhg+M4EGg381RPHJPLQogkFMiKjKKg3zaO6/0K/TMhgKxqapz6GzdCCHiiqXQGBNLfr+A5lIcEtEeTkBUVgZQlTVJRHWPwcKnhhYguAAAgAElEQVRxnmOVz1FdX493RPDHI+1YMKPC+F73HG7Dx6eXY3Iq7jHGNsc7IigN8+gx9SuKghw6I4rTd8ysF5wwLyauKtF89nRfuDO9CYvB+prFtTh86iw+c/FEvPL1TxqdvkU1422nbgR4DsnU4AoAopI2+OEJUFbgx87mVhw+04fZFxYbHVkqq1AohaJQhEQOZ/oki3XBusY6EADtfRKmlAcRiQMUMALE2ZgCH08g8gSUApQAUlLF++39Juy6gte3P38xZKrNC95zuA2fmFkBFVp+FFqtURSKWFJFTJLBEYJxQQGEcKD4/+y9eZwV1Z02/pza7tr7gkA3axBsEaQvKGhCiE6MvpJhEnCJtAoaNjNmmQT1nRmy8eY3LnFM1LDIjLhAIgrJ66ivxgSjJqKJNqhRFAgg0GzdNL3erbbz+6PqVFfdqrr30k1L07nP58OnuXXqLFW37nm+59Q5zwNzmRwBbw70snW+p6OTHqgqX2cauq7j1s+OcSjH3n/NZOimv4Csamjpcm6Ob+mSrT0Uuk7RHE8jrRoTBIpmfB4u8tZ95XkOhBAAhh8Tb9sELgm851KDU1m2k215jcARtKYURAKidazb9lniOdxy6QiHdcQtl46AmOdGdYEQlIWd3V9ZWIBgPlIiz3mmi457wEHRnJNlikatt4u6rmNMdTH2HO+2jN3HVBdb31EBBRRw5tEal/HA73bhjisnoD2hYOmGRvzihin4/b983prsXf7M+9hxqB1Taktx51UTABh8yYHgguHF2PJOE66YOARRk9NTsg5JIOhMqliw/m0Xl3PEmES1D/TipopnQCSgKpDUdOw9Fndw+E9/ayh/P7V4OkISj217TuJz46sggEDJ6FdUTbd4nMUOOiXgidE/ccS4hvKwhPaUiqTs5ulhkneIqOsULV1pF7ef7uWSBf53QuQIPlMdseJLAuAz1ZGCGucggt932dfv+O9usJepGlUVDSClajjQmsDoyog10AOMDcav7zqO2ZNrcN0jb6EqGsA3Lx+HZV8Yi0Raw6MLpuKWx3o6odXz63G8K41lGXLHj2/bj5svGY3Ht+3H7ZeNQ1WRhJZuBbfaZJdXza/HC+8dxtWTh+PhV/a4FMJWzK7D9k9aUVlUg2UbnOSx4c0D2LavFavn10MSCG593DlY/elvd+HOLe9j49cvxo+e+xAv72xGTVkI6xdOQ0LW0NyVcMhP33/NZPz3n/bh9svGQacU1697y3U9Cy8dbVlOeHW+p6uT9lP5ytdcfLBCp3Apx373mffwzJIZAHJbL3SmZLQnFMezunp+PYqCMkrDAaiqjo+PdzkmHdY0xDBhSBEEgUORyGN1Q8xlG1BkzgDnsj7IhdIQh4QSwG7bQKmmPGQtZSgOEoyqKnZZRxQHSV71hyQOsy+sscyKWTpbpiny8EwXbWPZ4gDJap1ACEFnUsGKZz9wfAdV0UBebSyggAL6F2yg961/OBchkceC9W/jkjEVpkjLR5gbq0VFRML9107GC+8dwfSxFYY6te33XBwUMG9aDU50Kw4rhVXz6xEQCKqiATS1JS0uf+hrF4LnONe5Fo83xPD8u01Y+8dPXBy+cs5EBEUOt/9yB1q601i/cBpOxhX8/Pe7Ldslr9jjwIkuVBYFHH0NS7/98nPx0NbdVlyQi6c/zQFYgf+dKAlxiHvwYkkfl/gVMHBQ0k+WTH93T0imatQdV45HR8IIyI53plyKUvOmjsCyjY2W586KZz/AF376GpZsaERnUsUzS2dg89IZWDG7DpGAYAXPgFPWmP1dtnE7NB0uOeXbNm63ZJHnxmodbWBqWfOmjvDMt2jmGDS1GdLNPMe76mfWEO0JxVLVampLoulkEgdPJl3y09995j3MjdXiRLfsez12ywkvieXTJcU8UFW+zjQU3UetUu9R28xmvRBPa67vdtnG7Yinjfva3J22BnosfemGRjSbAjytSRkPbd2NFbPrsGnxdKyYXYeHtu62rA1yWR/kQnea4kRXGiue/QDXPfIWVjz7AU50pdGdNtqfy7YgV/0J2Tt/QtbzSs+nDbLmYz+h5dfGAgoooH8hqxoWXjoanUkFaVOdc9HMMXjoFcOzduXzOzFvzZu46dG/4LLzhmDdH/e5fs/NXTJUzZvTeY7H0lljrfqa2pKojAZd9gcOHt/QiHlTR1hpdg4fUR7GvS8ZipuMw5c82eiwXbLnY8cvq3NbNlkxyYZGK+bIh6c/TZuFAv87kYsXCzj70V+WTH93gz2mGsVwTnHQCsiYIpUdTKrYy2Pv25vehapRzFvzprWczatjYrLG7K+f5DqrK3NTc02ZoZLlJ5vMm7NpTW1u6wdWb01ZCMc6U460sMQjLPG+bc6Wxv6yY5md7+nqpDO/L2DgqHydSfCEeN4X3pSD7av1gp/1gar15H95ZzOWPNmI6x55C0uebMTLO5tPybogGxSfwWq+tgUDwXrBzyZFK1gvFFDAgIAk8DinxIgBmFIlzxHPwdMS26CIoanNsGLQslgpMJ4EmOKmP/9n/p99Zhz+t5Zuh7UR42g/qwV23K/OTC5nx7Px9Kc5ACvwvxO5eLGAsx/9FRf83Q32MlWjNNozQFvz6l6XqpZo2gb4daYapY7OyKtjsssa15SFLMn1zPMY2ZRHnMqczCiVpWfmozAsHTYvnQGR5zClttSRnpA1S5lx7Y0xTKktxZTaUlREA8YyAJ82Z0tjf9mxzM73dHXSBZUvb4Qk3lONki3TzHX/RZ9nkK0LZ899Zjozb/V7hjNtBfzSc8FvoMTURvtav8ARXFFXjbU3xrBp8XSsvTGGK+qqT6n9ucrIdY/7eo8KKKCAvqEiIoEjxiQqU7TUqXHcq//xmohNyJrv5JtOYVk11JQZBuV+PC7wHDYtno71C6Y5Bnt+HA4Ye+7snJxZJjvO+bQvk8vZ8Ww8/WkOwAr870QuXizg7Ed/xQV/d4M9u8nmG3d+ARGpp+PacagdP/3tLqycMxGvL5+FXy2ablkn+A18OAKsnl+PK+qqEU+rrgD8/msmW9LMTN44KLmlVVfNr8fmdw5algsr50zEH75ntOHxbfux41A7Nr9z0FOuWdE0a7nJ19a9hTuuHI8ptaVmegyfqY7gwa27cfWDf8LK53firqsm4If/WId7X/oIlVHJt82VUQmrfWSa7dYQXp3v6eqkM7+v39x26d/t5mw7SkMShhQHsXLORGxaPB0r50zEkOIgSvO0NhB4b+sCNpirjgY8rRuqzf1m/W0rEBC8B5vM2iGXBHUk4J0eCfTYItx++blY+fxOXPfIW1j5/E7cfvm5VvvykT/OVUZxiPO8h8VmGUU+11BUkNEuoIBPBRxHEBKNGODpxiZsePMAIgEOVUUBz/4ncyL2gWsno7pIclksMU4HdARFDpuXzsDGr1+M//f+Yax5da/L/mB1Qwwb39zfszSvO21x+JoGN4d/70vjseRzo1Bh8reX/QPj6nvmTsIrO4+62udnuZCLpz/NAViB/53IxYsFnP3oL3uNAWG9QAgpBfBfACbCmKy6BcAuAJsAjALwCYBrKaVt2crpjSy4rlPsOtaFRU/2bDZe2xDDsLIAZMWwP4gEOMgKRUuGSubahhgqi4yZQVnVLREXJgefkDWcN7QIikbBcQChQFDikEhrCAcM+wQmrapTw+ogIPKQVd2yZVBNqWO7BKtdkjUgcPinVdscsz01ZSE8tXg6OBjLUOeuedOVvnLORCx87G1MqS3F9798HiqjQVBqSPky+eaUomFoSRCyRqFqumkzAQAEkkhMxbH+VePsR5zxhvRVxj7X/c2Wno91gqrqaO5OQ9V0CDyH6mgAgo1UctkGnKKtgAPHO5I4EZcdyrhrb4yhMiJhSEkIxzuSIIRC1npkzSUeoJRY6SrVoevGb4sjBBxHIRAOQ0pCaOlK4yur3nD9LtjG/8NtCfzuw6O4rG4oKDXUSF/ZeRRfPH+odX+au1L4qsdv79e3XYLqoiAOtyXQ2p1CRTRo3QP2eXhZGKqqoyMtI2XrB4ISh5KA5LjPNpz1z+yZQsF64YxhwD+zXjHAr2+bgZZOGUtsfH/fvEn4zfbDuLxuiMXvdUOLoAOISASqDgenizyBRmHxeUlIsNKjAR4ppefcJ7btx9o/fmK1iXE4ASDyBF9d7ebwTYunO2KOkeUhRAIiKKgVkzAeL49IqI4G0BKXHVxOQVAVMdQ4T4WnBzi39wVn/CKyPa/NHUkc60pbez7ZpMI5RQFUl4Q88xRwduF4B9NeIFZsA1CInBG7eOCssl74OYCXKKXzCCESgDCAfwWwlVJ6NyHkLgB3AbizrxWlUiraUgpkTYfIE/CEoCQsYNPi6dBMr5qUqqMzqSEqGYOsrqQhiVxdJBnnmcFjSOSQVnSkdaPzfHrJxeCI4ZEXEjmkFB1pVTe88EQjeEvIOjRqkEIkYNgmEEJQGuKQTBteeQAQEHhEgwSaxjtEIezqyhHTE2jj1y+2PHbs/n4pc7C68esXG0vHzIEaR4C0quONO7+AkhCHjozBI/MGKgkKxhIVjiAoGjLzzPtPVamRR9dxvDMFxSQQSeCgmx6Buum/5/f62U4YomCcp6jG/aGUDhQ/vjOGvl6PqmqQVc1Y661qUFUNkimlLQk8LhpVijGVEfAcQXlEwkWjSh1LcXRdB6XUsOWg1LQMOH0ziNkGgylVx6jyADYtnm6ll4Y4nIhrVnplhIdiblomACISh1YzPa3pqAjzaE8a1iccAUqDPFoTPdYU2fadqDrFNVOHoz2pQzWtU66ZOtyqHwBSioZVN1zoGsylFN26x2Orwo6N1WOrwkgo5jJOgUNEFZBCj7BBhBf8BnoFFFDAaQaLB6JBHpsWT0dQ4gDd4MeyiGjxPW9a0Hz7H8YhbPPiU3Xq4tDiIA/F7CY0k7ADAg+RB1iPk1J0BAQOqqwhEuBw0yWjccP0UQ4eJwDCEoeUqlvxCfO9be40Ssrkfo4AomD47oZEDjoFKqMiErKOo50pF5fzxLBasvNEXE6jM9njzydwBIJAICsUFIZ/L0WPfUQ+8OIywBB70fXec35v6z5b44KkqqOmLOjgxZDEoSv19ylYMxjBYpt2W2xTGuIdsUdvcMYHe4SQYgAzASwAAEqpDEAmhMwBMMs87XEAr6KPg71USsXfWuOOt3MPXDsZosDhn3+5A5eMqUDDjJG4beN2x//ZuXbbgd9sP4yv1A93SNuvaYhB03XsOHASsdGVLunUkpCAG9b92XHso8Pt+P3Hzbjjyglo6Uq7yguKnMOnh8kyj62K4rzhpVi2odGzrasbYgiJBAvW98xWMksFZptw0ahSzL6wxtHOVaZ9w3++vNs6r6pIwj9fNs5RPpvlzLwHq+fXQ6cU3/jlDle93/nieGsJhpd88y9umIKUoju84/KVdB5sfjy5ridXuiyr2N0Sd1knnFsVgSQJKBJ5T2sBZp0gyyp2tbhtAcab+XPZBvQ1vTLCZ5UfzpVeEc6eLnDGcpjM2XKB4/IqHwDKwzw6krxDQn11QwzlYXOZpsj7XiNQsF4ooIAzCa94YOOii9GVVK1jV9RVO7hvyedGuTgz0yphTUMMkQCPYx0pF58/aLM4WDW/Hom0gs6UlJXHgwLBQpvF033zJqGyKIAfPfchSkOSKw+zcZo5fojLWiHzelgd9vTbLz/XcX33XzMZQZHDL/7wN197Bzu3Z8KPqwICh7tf/MhV5unk7cEWF+TDSwWc3eiv73ggTCGPAdACYD0hZAch5L8IIREAQyilRwHA/Fvd14pak7JLTv47T7+HtriCpjZDcpl1gvb/s3PttgOLZo5xqSIt3dCIk3HFU+Z42YZGyCp1HbtkXBXmxmpxyMMCYemGRhw6mXTlmTd1BC4ZV2XV4dXWZRsaAXCOY8xSgdkm+Fk5RCQRy780Aevf2I+ls8ZibqzWVb7fPVi2cTtOmvczs167PLOXfPPJuOLyjstX0vnTlIP+NJDrenKln4i7n/WlGxpxIp6fNUJL3NtaoSXP/H1NzyU/3Nd0gHruWTTmrPOTP+7wOacjT/uHgvVCAQWcOXjFA4pKHccyuc+LMzOtEpZuaISmw5PP7RYHt23cjtrySE4eJ8TJ48s3v4+mk0mDUz3y3LZxO+bPGI2AwGH5lybgoa27rXq9uNxuvcCsGDL5+2RcyWrvkI1r/bjqQGvCs8zTyduDLS7oL1n+AgYO+us7HgjTxwKAegC3U0r/TAj5OYwlm3mBELIYwGIAGDFiRNZz/SRNw6aCod3awM/mgKly+qWHJd5X5tjLFkHTqcPCwK9t9mM8RxyqTH5t8bNhYH/98h1pNzr4e+YahrEJ2XvJW7Z74FcvWybntYzOz+ohH0nns8WPJ9/nNdf15EpXfJ71fK0LCIHnLK7p7HDGrQ/6mp5Sddz70i6smF1n7Vm896Vd+Nn1F+aV/9No40DBqfSxBRQwEJDPM+v1++OIk4czVbhz2R+xz5nlsOOZFgdqL3k8LPEIg/fN09yZwrw1b1r9drG5UiCbRUO2dFZftpjIj2v9uCpbmaeLtwdbXHC2cEYBvceAsl4ghFxqvn0DIaSBEPKfhJCRvWxDE4AmSumfzc+bYQz+jhNChpp1DAXQ7JWZUvoIpXQqpXRqVVVV1or8JE2ZNLJdEtlPHplJFfulJ2TNV+Y487uqKTM8fbLZHLC22Y+xtfS52upVn11qOds1slm7oMj7yjpnuwd+9bI9YV7yzX73IB9J57PFjyff5zXX9eRK532edRaU5JL3pRSes7hMz+l0WB+c6fSW7rTDJ7ClO33K1gv92caBglPpYwsoYCAgn2fW6/enU6d9Uib3+XGeZiNbxr1+3Gr/LPSSxxOylpXD2ZsrO497XU9mu/zSWX3ZYiI/rvXjqmxlni7eHmxxwdnCGQX0HgPNemE1gAQhZDKAOwAcAPBEbwqilB4DcIgQMt48dDmAnQD+B8DN5rGbATzby7ZaqAhJDin0K+qq8eStF2FUZRjrF0zDS389akkiM88d+zIvu+3Autf3uZaBMYnk9w62ekqnSgJxHdu2pwVbGg+htjzkWd6YKqNtzH9n/cJp2PzOQWzb02LV4dXW1Q0xALrjGLNUYLYJm985iPULp1nlP7NkBjbcejGqiwJYe2MMVdEAutMqtjQecpXvdw9Wz69HeUT0rHftjTGUmTOIXvLN5RER918z2XEsX0nnwebHk+t6cqWHRG9rhZDYYz3wmO27X79gGh5bOM2yDaDUe2aaxR25rAlKfWwHWHoua4bSEOd4Ntmzby8/W/35lJ+r/flYL/TFfqKv9hQFFFBA72GPB6bUlmL9gmkQeYKNX78YV9QZu0Yyuc/T/qghhs3vHLQ+r2mIgefgyeflYcnqzx5dMBWHTsZz8jiluqsfrykPYUvjIax7fR8eXTDV0U/+180xRCTe8v6sMv10va6H1cGsF5gVQyZ/l0fErPYOa81r9vJ78+OqkRVhzzJPJ28PtrggH14q4OxGf33HvbJeIIRsp5TWE0K+D+AwpfS/2bFeNYKQC2FYL0gA9gFYCGMg+jSAEQAOAriGUnoyWzn5SCy3JdOQFQqA4mRccUgrr2mIYWhpwJJCF3lDmVJWDaVJU5ALAm8soxR5zlLBUjSKR17bi237WrH2xhhqywLoStlkmAUCWaWQTFVMRaOWJHxQ5CAJQFIGZE2HbuYReAJZo2jtlnGsM4UtjYfwrX84F5URCRqlCEs9qmDZ1Dg1nVpqnDwx5KABQ2HsRLchL10VDeCOK8c7NpQ/cO1k1JaHoekUQZGDrFIomg6OIxDN9imaoUhmbzNHiKMtHAekZB0numVURCWMqohYIiPZ1DiDkmF5YSinuqX/M8GsApT8zj/jU2H5PK9+KmK6TnG8KwlVg6UWJ/DAkKKQJdBysD2JQyeN5TIJWUNteQgjSkOQJAGKomFXc7dLwGV8dRSiyKO5M4WvrvawFVh2CaqLg2iLp8BxQLftGY8GOeg6UBYJorU7hYSsIa0aCnE6BQICQVjiURENQteppfpmtxWJSAFwHEFzRxKdadXV/uKAgOqSEFq7U4jLGmRb+ZJAEDHLP96Rgqwp4EiPbYlONUi8iCElQbR0pRAQgS5b/UUhDmkFqCoKorkjiVCAuNqXTFNL4lpRNMiaYih22hRDJV6EKPJo6UojLFJXekIhqCoKoLkrhYgIV3pcAaqLgl6PxIB/ZgcqCtYLZwwD9pll8YCuA8c7066+sDIqmWqUQFzWLSuDrmQaQ0rCPXYpIgfNjAE0nUIUOIREAlkzYwezf1J1iqMdKdzz4sdo6U6bAzEJkkB8eZypcWq60V6OI5A4gkiAoD1pKIq3dPVYRHgJrDxw7WSMKA8jrengzXgjpegWbxBTfTsockgqujlogxWfEGIIWhnnw+J8Zi/RmdKQlFWc6JYxsiJs8XvmvT4VNU5dp6fC5VkxmOKCjmQKqg6XXY/AASUhT84o4CzD4bYESkOcKy5oT+qW7VMG+tV6oYsQ8r8BNACYSQjhAYg58viCUvougKkeSZf3tkwvtCXTONGVRlqlSMgavpchBrJ0QyOeuOUi3PToXxz7lJgC570v7UJLdxqPLphqEEVCcQyO7pk7CXuau/E/O5pcil2snEWfG4PSiISFGQqbw0oDONaZwgvvHcbVk4fj4Vf2eO6Z+vnvd+NrF42EJHCG0tZl41BRJGFPc7ejLT+77kKUhkXc+9LHVjlsQLf+jf24+ZLRkFUdK579AE1tSayYXefaUP6dp9/DLxddjP/z/E4s/9J4JBXdpeLVuP8Exp1TklWl9L55k6x7d9+8SSgNiyiPGEF9VZG3wpCq6vj4eJeLgCcMKfLsqHWdYk9L96BR3QKQ9f50pmS0dMkuFbaQyKM0HECXrELPmMjRKUWXrKJCEtDcnfYUcNm0eDqGl4UREAyT4ExFqIDZYygasPdYt+t7HlsVNeuyiQnY0j9TbaR3pdI42OZWnBpRBpSEgyAcQUtX2no+Wf4S882wrFJL2ZahpiyEZ5bMAAAIPNDcrWPZhozfWYlxLs8Bn5xIue5fTZlBmOEAwX4PRazRNkWslKbgE49zRlUAosgjLNKsqloREQVltQIKOENg8UAkIHr2hSvnTERNeQgppUcw4Yq6anzz8nMdCrz3zZuEyqiE+367y1LaXN0Qw5AiEQlZRWu37OgH779mMu5+8WMsedKIN+7+vx/h9svPtbjUzvn3XzMZQ0uDOGzrS9mA7qGtu3HXVedZAz3AW2DlO0+/h18tmo7DbUmL+1/fdRxXTx6elc/tKp41ZSE8cctFSKu6g2NXza/Hw6/ssc6x87sdflzmdexUuT8bBltcoKjAkQ43bw0rKQz0BgtKQ9yAUuO8DkAawK3mMszhAO7rU0s+BSRlHTzH47aN21EZlTyXqZ2My659SnYFy6a2JA63pXC0I+0aHN25xV/lkpXznaffQ5OHwmZKNgZS86aOwG0bt2dVvgpLvPX/ZRu3Q9Pcyl/f3vQu2uIKln9pglXO0lljsXzz+1bZdkEUv43ZikoxN1YLQjhPFa/L6obmVCm137vlm99HUs69OdpvMNLcnfY8f7CpbuVCPK15qrDF06YPnaLjlsfewcLH3sZ1j7yFhY+9jVsee8fygMu1Cbg7reP5d5uwfsE0vPLdz2P9gml4/t0mdKdNnzpN9/yeZc1IT6ve6WlVt8r3Upxi5efKL2u69/Nq1m8P0Ozls+tPyrrn/Uuanpa5lDYBoNPnnM7TphhaQAEF9BdYPKBq/sJtTSeTjt/o3Fiti5eMfirlUNpctqERsgYcbku5+rHvPvOexYcn47I1QGNcmnmuplNHGez8ubFaR7wC+PO4TqmD+1mckY3P7SqdTW1JHGhNuDiWxSr2e5EPv2fDqXJ/Ngy2uCCtevMW48UCzn70V1xwyoM98y3eBkrpf1JK/wgAlNKDlNJe7dn7NKGbpqNNbUnwPiIqmZ1AU5tTwRIwVCP9lCOzqVyycrzUKlnwzfL6ddoVEckSUGHneKl/VkUDCIocOpI9Ngj262hqSzo2R/ttlOaIkc9PXYyadedSKbUrjmp5rBxWfIJ5VfN+4M8W1a3TBc1nsMaEAnIN5nJtAiYEmDl+CBY+9jYuu/81LHzsbcwcP8RS48xVf1/blyu/nwANm639NJQy/17UOAsoYDCCxQN+fUl7UnHxfDa1ykylTU2nWeMEFm+wMqkPj7M8mW0oDYlojcuOtvvxeGZc4cfTmXxuv6Zs1+K47j52X6fK/dkw2OKCAmcMfgwYNU5KqQZDnKWkTzWfAbB9dzVlIRzrTLk2UP/ihnprozID6/TZX8BQjcymninynC95sHMy00SOmBvEOce5meeVRySseXWv4xwv9c9vXj4OyzZud5CB/TpqykJY8+pea3P0mlf3egp6dKVVtCcVX3UxYtbNyqTIrkJWUxZCUMz92PndQ4H3znu2qG6dLuSjtnlFXTXW3hizNupfUVdtDeaCAufaqL9qfj2C5jKZXGqcok/9olm+3/cnmt9frvblLJ8jns+raLv+bIPZXPUX1DgLKGBwg8UDnUnFJSZ1z1xDxCyT53OpVdqPCRzJGicwcRNWJvHh8U9OJDzb0J5UXAInfmJqAHXwtJ+KZyafs2uaUluKimggK7ezz/nwezacKvdnw2CLCwqcMfgx0NQ4UwD+Sgj5b0LIg+xfn1ryKUDgCCIBAavm12P9G/sRknisnDMRz93+WWz8+sX4f+8fxs2XjHZ1+nYFy5qyEIaVBlBTFvRUoowGBADUpabDynng2smoKQ850tY0xNCZVrDi2Q/w0NY9WDW/3lOlatX8eqx5dS9autNWeasbYggH3IH7qMowmtqSngM6VnZLdxo//e0urJwzEf953WTUloXw02smY9Pi6Vg5ZyLCEo+ysKHCRanuqeL1ys6jjmtTNM11Xx64drJ179bdNBWVkdxrj6ujAYo23HsAACAASURBVE81x+qod97BprqVCyJPPAdromB0CCGJw+2Xn4uVz+/EdY+8hZXP78Ttl5+LkGT85DVTMOWxhRfhle9+Ho8tvAgBgVizsr5qnGZ6eYayLft+yk0lSYn3HoxJvNG+aMC7fdGA0b5iHzXPYlORKhogqCwKYOWcidbzWlkUQDRgDmZFb0UrFohEfOqPBPJX4+yrImhBjbOAAs4cWDwgCQSRAIenFk/HH773eaycMxE//a2xx7ymPISfX3+hYzCV2S/dN28ShpcFrYli9jv+3YdHMdwrTjD7oce37cetnx1j8fgnLZ2ePP7g1j2uAR1T0Lz5ktF4fNt+rJhdh81LZ+Bf/1cdQiLn6BfDkiEWZef+ze8czMnnrI4ptaW448rxuPelj1wxyRqbkuep8Hs2nCr3Z8NgiwsKapyDHwNNjfNmr+OU0sf71Jo+IpdSXEtXGmlVw4+f+xDLvzQBsqZD4jl0p1WkFA2EEIwsN3xtNJ1Cp0ZQDRizgGlVx76WOESe4Ik3P8HCS0fjnOKgJUcfEg3lrIDAAaCg1FDtlDWKpKziSEcKa17di6oiCT/48vlQdUPtqjOlYMmTPWt0r43VYPHnxyIscdB0YyavIyGD54ihJlUcREdCxpEOQ6HzrqvOw90vfoS5sVrLILokJFoCNFNqS7F01lhURCRUFQVw6GQCY6oioKZCmMAR8KYgRlDk0Z1W0dyVxppX9+L7X65Dc1caFwwvhsQzZbAeFbKUooPjAKob92jumjdRFQ1g6ayxKA2JSMgazh9WDEXTXYqSucBUtFRNh5CHIlc29UoPnPGpsL4oGx5uS+BHz33o+M63NB7CD758PoaXhXGkPYlr177pGLDVlIXw9JIZGFYawoHWOL791LvW99SeVLDm1b34+fUXYkRFBIfbEpYIgT0/E3A50p7Eyx8cwWV1Q0EpBSEEr+w8iismDsur/Ka2BK73KP+pxdNRUxbOeX2H2xLYfqAVU0ZWWL6TOw60on5khZX+uw+Putr3xfOHWunZru9wWwJBiSAlU5vqmfGZKWI1tSUQCXBIpG3qeQFDIbfGvEclQeJS1epIUQwrDeFwWwKdyTSKQwErnX3ui+pWf6KgxlnAKWLAPrMsHjjangIADC0JICAaapiM457Yth+zJgzBsNKQNdFVHOKRUihUzVC0PNaRwm+2H8bldUNQEZEwtCSIHz33IV7e2YxrYzX4xmWfAc8RqDpFZ1JBPK2CI8Zbv3HVEXx4tAtbGg9hxezzsfL5Dz15PJNTyyMiKqIBS+mT9YF+PH7XVRNw94sf48GvTQFg9IfUVNtUPfhc140JsYRMQSm1+kp7LDGsNITqaABtSSVfzs0bp8r92TCY4oJecEYBZxlyxS4e6D81zjM9qOstKiISDrUlcMGwEoQkHrxqDMZ4QnHe0Cjiad0auIEYS8VE0/6AM5d8vPjXo7j98nG466rzoOkUq1/diz3N3Vg6ayym1JagKCCY0smAwAGiQPDRsS7HuvaXdzbj36+uQ1GQR3daQ2lIxMavXwRJ4KFp1Bg8mQMxnhBURESUhUVs29OCX73dhDUN9SiLSCgOifjX/3UeyiKCNXgUOIJxQyLoSmnYsnQGNGpIQhtEAEgCh9GVESiacW5ZmEdXSkda1TGkJIikrKGEExENCLhoVCmGlQRRXRSAolFQqiMkcug2RUAEHhA1gyxAjPZuuPViKJqOda/vAwAsmjkGSUWDwBEQUDS1JcCbdgy6DoQkHqUhp6UA65gJISDEaDt7I9PSlfbttDVNh6xqRntUDZqmg+POzuUaQHbJaE2nuGBYCc4bWgydUgwtDeGCYSXQzIjEax8n25MBGAPzFVePtyTEa8pCWHH1eOt+EgJsWnIxdJ1YEt0cR62lAIqm46oLhkLVAZUCPAGuumCotVGc5wjmTD7H0b45k8+xytd0ikvGVGDRzDHgOeN3uO71fY49fd+74lxEAqLVvtEV5zr2u33u3CrETUEXAuBz51ahI2k8m5EAhzn1w42BmNm+OfXDrV4xn/10QZ5DqqdHQJAn6NZ79o1oOoXEAQlbGRIHdJplGGIx7ueP7T1RdYoR5SHHxusR5SGciJ+d+0kKKOBsAosHKqMiJIFHUOSg2jaccYRgbFUUldEAdNNSIWpO5hBiKEwebUuhM6ViT3M3nm5sAgD88Y5Z+PGc8/HjORMBGL9zZn80pCiA14504FdvN+H7Xz4PIAQTzinC//mniVA0in+7ug4CRxCSOHSlDN589huXIKkYA1DOtNjhOQJFNSaSRY4gKPJIKka/0RZPYWhpBCWhHh4fWhrCL+ZPMeMKQCBAWZh39D0CD0CBMamr60jIOqg5kFy/YBrWvb4PTzc2YcmTjbg2VoNv/cM4HO5IQuAIAgIHQiiOdaagaLo1gaybfS/Hcb6DLC8LpqRs8H9A4MBxnMuq6VQGloMpLihwxuCHqlPsPNqNS8dpZmykY+fRbnzhvL7t2evVYI8Qsh+Aq2ZK6Zg+taafoWk6ioM8rpw0FHuOd1v+XecPL8KhtjQe2rrbZXewan49XnjvMOZNG4HSkIiGGSPxtXU9ssurzaVzv2lswvhzouhMqpZaEpNpXvn8Tut8ZsFwpCOFSErAqx8dR3dawbxpI3CkPW5JI2daLlhSyJ+pxL4TcUuda8nnRrlsHlY3xPDR4XbUVkQcks9rb4xBEjiX7cNDW3ejNCShYcZIlxRzStUw/7/+4rgfG948gG37WrF+4TQkZc3TJmJNQwwBgWDhY2975rVbWgwpDmJURQQAsOt4l0Mm2X5eVVEA9770sSXzbJdQVhQNHzd3u+7DBNM37mxDLvnp4hCPWecNwQ32Z7EhhuKgca1s3Xfmmyu2p68sxKEtITokxFc3xFBmLhUoCWaX/62M8FnTy0IcYqMrXe1j5RcFeTTMGOl6PorM9ldEeOxvVXFLRvuGlfJ51S9y2W0NAgLneX8C5mA6V/n5nNPX9AIKKKD/wOKB1riO9oSCSECATinufvEjvLyz2bI4sPdRqxtieP7dJswcP8TF0WzpJ2BMELfF00jImsu7dsqocsz4TCWa2pK4/pG3cMmYCk/uffWj4/jrkQ6Xb97ahhgk0cnjzN7oolGlmH1hjavNn7R0ojQSdNXx/LtNWPvHT6zPiqJAFEXfWIihYcZIJ3fMr4ckENz6uNtuii01/c4Xx7ssD3SdujjfbtXEyvjOF8cjIHAOW6x8LBQGW1xQ4IzBj1yxUW/R20WgUwFMM/99DsCDADb0qSWfAlriMmSV4oTp33XdI29hxbMfoKVTxkNbd3vaHTA7hKaTScgesrfLNm6HwPGYN3UEVA2OdC+Z5ju3vI+7rjoPlFIs29CIOfU1Vvl2aeTMPEwKmYI4ZJi9bB6WbWjEJeOqXJLPS55s9LR9mBurxaKZYzylmBUNrvuxaOYYNLUl0XQy6WsTYVx3yjev3a7hQGsCrXHZUybZft6hk0mHzLNdQrm5O+15H3oj1zwQkEt+Ou5jXWB/0+W1Z47RYl9tAfqa3lfrg77W39f782ncowIKKKD/wOKBlq40lmxoxKyfvoqbHv0Lbr5kNKbUlnp61i3b0Ih5U0d4cvQ3Lx+H++ZNwrGOFGSV4mRccXEws16Cjcf9uHdOfY1nG5ZscPM4szfyiwfGVBd71jFv6gjH5yElYSsm8IqFFs0cg8WfH+sZB/Ec77onrJy5sVpPywMvzrdbNdnzHmhNOM7Lx0JhsMUFBc4Y/MgVG/UWvV3G2Zpx6GeEkD8B+H6fWtOP0HUKRdOhc8Q9CNrQiBWz63xllSWBw7ghUd+lXwJPQKlb1MKvvI6kAo4Y0seUGssUmayxX55zq6NYv2AaeA5YMbsOa17dix2H2n0llP2k62vLQ5hSW4odh9qtY9nsIjInzZrakhAFDlNqS3O22ctigr1ZsucLS7wlhexVjv28sG1ZXFNbj4TyYJMkVjQdVdGA9VyyPW/2JYDZrjel6rj3pV2O/Pe+tAs/u/5CK79n+bZljH1Nz9a+M52eUnX8Zvth8zfVs4z0G5d9Jq/8n0YbCyiggP6DXzxw55b3s8YDflxZWx7C8mfex11XTQBH/K0KRldFQAisN1jZbBCqiwLenBgW3cey8LhfPMC4fMehdqvvycbpksD5ind5xQqZdk+Zlgd+1gh2q6ZsllW5LBQGWx872K6nADcGjPUCABBC6m3/phJClgIo6lNL+hFsqYBgBnVeN5L513lJngLA9Y+8hY+PdXmmqxoFAXHZE/iV155QHHLLACyJZr88u5u7sfCxt7H/RAJbGg/he18ajym1pb4Syn7yrYdOJq28VnuSim85mc8Xu97vfWm8ZbOQTY468xjbk2XPl5CNNfh+Msn28zJlnpmE8mCTJA6JPO64crxDLfKOK8cjKOZ3vQJH0NKdxpInG3HdI29hyZONaOlOO6wXPMs3lzH2NT1X+3JZK/R3/qDA4Sv1wx0+gl+pH553+/P9DvqSXkABBfQfssUDbALL6/fpx5V7W+Jo6TaWbuoUvrYLu4514fpH3gIA/OAf63xtdBSNosT048tMKwmJFoezY9l43K8OxuVTaksdcYPftcuqDkXT844VMu2eMi0PsnF+Zhle8UQuC4XB1sfm4r0Czn7013fc22Wc99v+/QeAGIBr+9SSfgRbKiBwBJKPh0tVUcDT7mBtQww/ecHYc2e3MQCAK+qqsfHrFyOpaDjWmUIkwwKByRdnLhUri4hW2rPbm9CdVlEeER3SyPY8zPMnc2nE0lljsfmdg646Vs2vx+8+POqSVr5n7iQ8uHWPlZet997SeAjrXt/nlmKeXw+Bh6vsR17bizu3vI8R5SE8fMMUzzYb0slBV951r++z2sIsLUZWhFERkTxlku3n1ZaHXDLPTEK5OhrwlKvtjVzzQEHmjPPyze9baZGAtzwvsw4o8pHvLTL3zFGf8hlf50rXqXc6I/yw5F1/2LR+EAXO2yfPHGyFJQ7rF07D+gXTsGnxdKxfMA3rF07LO39Q5PDogqmO/I8umGoJ/eS6vtNhvdDX9AIKKKD/kC0eYOq/q+bXW36cm5fOwMavX4w39jR7crSdpwDd4nQ/Ll+++X20xRW0dKU9bXQeeW0v7n7xI6z1sHG6+8WP8M3Lx1nHmDWUVzywuiGGHQdafetgS1BXN8Sw80iHdS1e1k/rXt/nXcf8emi65nlP2F8vywMvzrfbXNnzjqwIO87Lx0JhsMUFuXivgLMf/fUd98p6YaDCT7L2cFsCl97zB7y2fBaSsoqUquOff7kDTW09G1wb95/ApeOqERQ5cMSY8UurhvrkZ+991SqLSQ9fMLwYJ+OKQ0BjbUMMQ0sDSMq69co1GuDx0dEunFMShMBxlolrWURCWOIQTxuzgN9+6l3cceV4nFMcBM8TSy3z42Nd1pJNhk2Lp+O6R97CK9/9PA60JjCpxmiLfTna041N2HbXF6DrwOH2pLXMjpXz2vJZ4DmCkEiQVAy1sIjEm0qiRt2iwKEjISMkCZBNOWpWNgC8/O3P4c4tf8XSWWMxrCSIoMhDMtW0RJ6AEALZLI/nCDgCtMYVBAUOKUUz70EuNU7jWEjiURwQs8o8K4pmyDWb7a+OBrJtwj7jU2G5JJYvvecPruNv3PkFyxrg141NmFNfY8nzPru9CV+N1WB4WRgHWuM42p5AbXnEuh+HTsYxtDSMkRURHGiN4/P3veoq/7Xls7Kmv758Fkbkmf9/dhx2te8fpwy30rNZMzR3JtHcJbsEaqqLJFQX+1s7/Oz6CzGyIoIj7QkcaU/h25vetfL/7LoLMaw0iGGl4bzaH5E4pNUe64WAQBCXdYw0xYRaulIIi3BZKyQUoKooiAOtcVRGeFf6ibhm1eGV3hrXMMKsIwMD+pkdyChYL5wxDNhn9kBrHElZhUZhWR8xHtcpxZGOFHYf7cTM8dX4xi+3O9KriiQoGkVnSoUkcBB5Ak0z1ChHVYRx28YduOPK8agtC4GCQKfUl8urigJIyhpKw6Jl+2Dn2W13fQF/Pdzp6Od2HGrH68tngcJ4EyDwHJKKBo4QFAc5dJt2MBwhCIgEaYUipai+XP768ll4a+8J3PHrD6wYZ1hJEOUR4zpFniAocOhKaxDM/ztiBZ5gb0vciCMCAqIBweJ4kSO9VuO0K3kC6JUa52CKC3LxZgFnP3LFNh7oP+sFQkgJgB8AmGkeeg3AjymlHb0pr78hCTx+OHsCBI5A4HmUijyeXjwdivnj/9FzH6KlS8bQsojlYxMUOXxt3Z/x+3/5PGrKelT7dhxqx8rnd+KpxdNdAhpLNjTiyVsvAgGBwBOIpvRwQOBN6XpA0SgkgQMHoDtlSKtKPMEP//F8HOtM4d6X3gMAfPPycRhTFYHEO0fz9mUNe5q7seTJRvzpzi9Yyj0MV9RVI542pJu/a/rt2cvY1xLHwsfedhz71aLp+FtzNyYOL0Za1ZGUNQg8B02n2PSXA6gfVYG5sRpcXjcEWxoP4bDpTwQYS1ZOdMuYMLQIum4EyKpO8ez2Jlw1aRh+8sJOyz/oSLsxa/r/feUCJGUNKcUw66Yw9jlQ8/2KyLsJoqrIf0aO5zljWYdJBjx/9s52seUtmd8bW7YiCbylzkRh/NqLgrxjWWtLVwo15RHrnJauFGrNz35qnZlLDDPT+Rzp9vybGptw/+/3ONK/Gqux0quKnLOyVUWSVb6iUU+Bmk2LpwMwpMfZMlWv9lEK/O7Do449eZvfOYibLhmdV/t5jqAzKSMg9uyN6UzKkGyfZVVHWHQ/Y7JpPyFwBHHFuak6ruiOe5S55Vo36y6ggAL6FwJH0JXSMKI8hJVzJqIyKlkTlvta4ljz6l5894pzrYEe0MPzmxZPh2BOYAocMfhdIBhWaixn/PnXLsTB1gQe3Po3XF43BGOrop5cnpA1B48ztUnAmFj+5uXjoOmwFL3teTmOeHqV/mrRdHAE1r9EWodgWkhB1rD5nYMuLgchePAPex3tS6uGFZWq65AEwbJY0inwqz8fxP2/34OashB+c9ulUDQd69/Yj7mxWog8h31dccsXVdUpIiJwrDMFw3/Y4KOAOWCzg4CgNCShPOLdB2bjfz8MprggF28WcPaD76fvuFeDPQCPAvgAPUs3bwSwHsBX+9SafkJJgEdsdKVDKphtjv7JVyaipUvG97403iEzvNpcvsFzFKsbYg6p2/ULp0HRdM+1/q3dMuateRM1ZYbMcnVxAKqu4z9e/MiSIL71s2Nw6+PeUsMP3zAFiqobql0e6UyKmNkY1JSFIPEEq+bXOywfmGR0VTSA++ZNcsg/M4l+FuyyOr75qx2oKpJcUs8PXDsZ86aNcFo2zK9HZZGEO64c7yx7fj2ef+8wZo4fYtlFVEQFV5lrGmJoS8i477e7LInnqmjAVV4+8sqAt4RzvnkHItjylszrYeRYJPKe1gZF5oxlRUjCqKpiKxhg6RUhIz9bQpgp4Zy5xLC36aLgfCbZMiBRML6L4hDneiZWN8RQbObP5RNYFPSuvyjYU//Vk4e75Isls/6iEIc1DTHXm0O2zLUsxGFfArhpvfP+DSl2LuPMJoPd1/QCCiig/1ARktCRVHCsM40Ht+7B9740Hsts/dUD105GpY9AytGOFCilKAoJaE/IkDM4+565k/DH3c24ccZIR5l2Lr9v3iRURiWse30/aspC6EgoVp9p50I/Dt/X3Il75k5yxC3ZePyeuZPw+q7jLqumVfPr8crOo1jTEMODPpYLz7x9ELMmDLHabvS1PC4eW4WKiARN0z378999eBQ7j3ajYcZIT4umJ265CGlV7zfeHmxxgSgQ/PNl41y8ynitgLMfZT6xUVkft3f0ahknIeRdSumFuY592si2jPM6jxmwFbPrcN7QYuxt7saKZz9wpa9fMA3HO1P44+5mzJs6wnpDEE+raEsonnlWzK6z3jbUlIXw2MKLsGD9X7Bidh1WPr/T+uuXb/2CaZ7lMrNyWdMh8Rzu++3H+NpFI1EekZBUNDz6p33Wm7PyiOR408dmCGvLjU3kWxoPYcXs87HzaCcqIhJKwxKWP/Medhxqx9obY57tWzlnoutN4FOLp3vOLK5fMA0LH3vbula27NSrTFnTrfr86v7NbZfmnNFr6UrjK6veOJW8Z7x3zLUkLpuJrN8zvWnxdGuZZ670Hz33ofXMsD0qP/jy+act/Ylt+x2/G/ZmLd/29bX92fIf70jiWGcKJ+OK5bdZHhFxTnEQQ0pCOfOfru8gVx0ZGPDP7EBFYRnnGcOAfWbZ72/9gmloakt68i7jby++Xvn8Tjy28CIcOpnwjR8yV9ywN2+qpuNEt2Eb0J1WERSNFTRPvPkJ5sZqcW51FDd6vOWzc/i/zz4f3/rVDiydNTZvHvdr091fvQBFQQGRgOh5vXZOX/Jko9VPDS0x3jD68e+K2XUYUxlxxAP2c/zinXw4Px8MtrigF5xRwFmG/ooLevtmL0kI+Syl9E8AQAi5FEAyR54zBj8p09KQCAKKERVhz/STcRkiz2HtHz/B2j9+YqVtWjwdD27d45pVY8aq9jI44i1B7NUWwF+u+XhnCteZCl6bFk/HyzubcceVE4y17QBe3tmMl3c2W+n2MnYcasfCx97GpsXTrYHov13dMyjdtHi6tY/gVGwUZNX77SaTf2Zl+d1/ZqXA0vzqziWvDPhLOOeTd6CC44gv4Z0O2X/7M8Pwb1fXnZZ0QoCZ44c43qzdM3cSTPHZnO0jBJ6/L3v+XO3LVr6iU3zD3LfLwCYw8smfzzkF64UCChi4YL+/lKL5xgBJWfXlecbvfpztZ4NwpD3p4PIxVRF8+6l3cddVE6w+LV8O33Go/ZR43K9N55QEsWD927j/msk5OZ0dU3VqTT5ms1DIjAfs8Lt3p4u3B1tc4McZWoEzBg36Ky7o7WBvGYDHzb17ANAG4OY+taQf4bc/pz2poKoogJQpkZyZrmg64h5pCVlDS3caP/1tj49ZRTSAe1/6yLH5uqYsZNkxZEoQe7WFlZ0t3V7G3pY4AFiKYixPrjpqynosH9i+AQa/vH42Cl7nsuOsLL/7n5A1yKaMc1Nb0rfuXPLKQO49boMNvd1zZ0+/oq7a9WbsVNKzlU8psOdYB365aDp0aggFvLLzKEZVhPPO//i2/Q4fv8e37ccPvnz+abl+P8l13exQc+U/Xd9BrjoKKKCA/gH7/R3pSKGmNOT5WzzRLePBrXuwfsE0dCQVtMZl/PS3u7DjULvF736c7cePdh5OyBpkVUdLd9rBf6fC4fayGPzy+7WJN31/c+Wz12/vp/z4tz2poDwi+cY+fvfudPH2YIsLcu2lL+DsR3/FBb1dBPoRgHth7N37NYD/C+Cf+tSSfoSX/C6T9+U4oMxDIvm+eZMQEHiseXWvK608IuL+ayZbAhHffeY9dKcVLJ451nHeA9dOhsDDYamwpfEQ7r9msmdbWNmZEsleUsTs2JbGQ6gpDzna6Gf5wMpglg81ZcYeu+oiyTp3+yetnrLKo6t6ZI+Z5YSi6XjilotwRV21de6ahhg2v3PQaufqhhiqPOSVf379hRheFnRIPHvd63zklQFvCed8856NCEmcp5R2yLQmyGXNUGquC7f75N1++bnWnruioHc62xOXyzagKMRZewpn3fcqblj3FmKjK609cVGf9kXzbV8Oa4mg6H1/mPVCQPCWXJeE/G0RgoJPHUL+30HBeqGAAs4MKsMS1t4Yw/ZPWj1jgAeunYxhpUG0dKdxx+b3oZhbDthA74FrJ0PVjeXfD1zr5PR75k4yLAqycPl98yahPCJi3ev7XLZLXlyYyeGv7DxqpeXD46vm1+ONPc2uPuvhG6aA4wg2L52BiMTj4RumuPJtfuegq367fYEX/67JsHXysnMYWRHuV94ebHFBgTMGP/rrO+7tnr2XALQD2A7Amk6ilN7f64YQwgN4B8BhSulsQshoAE8BKDfruZFSKmcrI9taZya/m1Z1pFUdZabMscARHO1I4ScvfOQpZ0sBhAQOqk6h6BQiz4EnxjIwwHhDwCSVAeC7V5yLmrIwKCiOdaTwm+2H8ZX64TinJIigwEGnhkIWpbAsCTRK0dotoz2hoCwi4pdvHcSimWPQkVSQUgzFzqDIoyQkQhI4NLUZQhUiz6GqKIDdxzoxYWgxiGkZAQD/s+MwJtaUYlRlBCGRAwGQMq83LHHoTGmWZLJGAVWjUDQdOgXufekj1xudH375fMuDrC3htJz4xQ31EHiCaEBANMAjpegg5jUymWMveWXdtLfgTIUvAAhJvHGvVf2U5JWB7HvcvB65vArtR/Rl/9PxjiTisgqdEuv+cYQiIgkYUhKCrlMc70pC1WC9WRN4YEiRsceir/vJjrQnUBLkXLYBHSkdw0pz5z/YGsdbe0/gknFV0MzfwbY9LZg+thIjKiLoSKRAOKDLVn5RiAPVgZJwEE1tCew40IopIyus/OxzTVkYxzqS6E4rADjb86UjGhBxTkkIzR1JHGpP4ltP9Vgz/Pz6C1FbGkK1uWdvb3MnxlYXW/Wzz2zd/IHWOH7xyt+waOYYh+3JNy77DEZWRHCwNY5nPewn5kwZbtlXpBUVkYBo1RFPKwiIQp8klvsThT17BZwiBuwz29KVRnNXCqUh0TcG+MX8KdApcLgtCZ1SDC0x3nIJvHFZSVlFOCBAMlWrNdPuQAfFkfYUhhQHcLwzDQJA0XREAjxKQhJEnkNbQkY8rULkOQwrDULVqEONmBCgLS6jJCwZllDo4fDiEIfOpNP6IB8eXzH7fIg8oOlAPK0iKPHoSqpYYuPz+6+ZDI4QVBYFEOANZXGNwlG/l31BJv+WhXqskiIBHglZBwG1uF6yqXH2xlIhXwymuKCpLQFZURAQezgjrSiQRBE1hT17gwK9+I7zemZ7O9j7gFI68ZQzZi/zXwBMBVBsDvaeBvBrSulThJA1AN6jlK7OVka2zUYxGgAAIABJREFUH0kqpaI1KVumzAlZR1DkkFKMDjMs8ZYnnOGp1TNAYsfCEgdFA1RNNwZ+pr8NpcZAkOcAXYejjB0H2xANGsIPAZEDpT3BNyEwiEGn0GzHJN7pYRMQOMRlzQqoO1MUsqaD5wx7B8IBiukHxgamdm87nRpvGTTdGIClVR2i6eXH6ghJRtvY/WCB6Su7WrB01lhMOKcIIZG3rl3gCMIBDl0pHd0pBZURCSoFmBGAYmufJBBouiFJr9jISdYoJJ5DWALiaeMeajpF0OyQvTz1MjvukgCPlrgMVacoDfGWv5DAEVSEJASDviuVB3SnDvQ8s17X09KVRlikHh5vPfv8suU/0BpHUCBQbc+rwAEplVoecNkGMofbEigNuQd77Und8vnL5jHX1JZAmUf+tqSOmrJwzvQDrXGUhnl0p3rSo0EOHQnNGkhl87A70BpHUZC3PDHZb6Arld0Dj7UfQM4BYVNbAiGJICX3/M6CEkFSpqgxB9TZ7qEHBvwzO1BRGOydMQzYZ5b9/jrTOgICZ3GUfQClaBRBkTP4lhh/NZP7JYGDTnUkFWr1kUHBHPSZfG6PMexcLnKGj21CNidzbb51mTzLODwscZBVCo0Cgmnj5MnjAFKyk8fv//0eTKktxUM3TAFlbZM467xMPi8JiSgKGp9V87p0Cii6Dt6MU6jZpoSsIxrgoGrOeIm1jbU/IHCQBDjKBIhp7XBqAz+vAZym6Z5+etl40AMD9nkFkBcvFXB2wy82S6u0T/67vd2zt40QcgGl9K+9zO8AIaQGwNUAfgLgX4ixGP0yADeYpzwO4IcAsg72/JBKqdjTGscnLZ2YOroCJ7oVNO4/gdjoSizb0IhLxlSgYcZIh5wtkxZu+K+/OI6FJQ43P9ojOrG2oR46BR7ykBVeNb8e44cWI5FW8R8vfoRbPzvG8rxjSy9SiuaQbP7ZdReiOCTglsfecZSz4c0D2LbPWJrx0NbdeHlns/lWbQo4QrAsQ67ZvpmcWSAMKZZwrCONF947jKsnD3ddb0lIwA3r/mwdW9MQw2V1Q7DkyUbPslc3xPD8u034yyftuOPK8Vj/xn7XNd43bxIqiwKISByufeTPjmt64b3DuGLiUFQWBXCkLekoe+2NMfz89z3Xue6mqRhXFcWelm6HjDK7H/8woRrnDS91ydWOq4hk69gHLNgz63c9RSLvm55P/soIn1X2Pxrg0TBjpMu6IBowZnNz2QbkKr8sR/5c6bnK7+90dg/KoiGHpYt9uUWua6gISVm/wwIKKKD/wAZ6kmkW3pFQnJxo2gjNm1oLjVK0xRWXzVBFkYQT3Wl866l3fTnSztd2Lmc2DFVFkiWnn4vDwxKHp/9yEFdPHp43jxuWMQHUVkQs9Wxmz5TZ9zz/bhPW/vETR3quNn3S0olJI8rRmVRdlg4v2GyY/n12HY52qr5lrrtpKgICZ3kNsmOZNgmedgo3ToUgEKc9lNmXZuPBsw358FIBZzf66zs+pUWghJC/EkLeB/BZANsJIbsIIe/bjvcWPwNwB2B5DFcAaKeUqubnJgDDe1t4a1LGsg2NmDKyAqoGLNvQiMvqhlo3c9HMMVaHCRhCDcs2NELV4Dj20NbdkHge918zGWtvjKEqGkBzl4xlG7djbqzWGuix82/buB2ySnG0I42bZoxymJs3tSVxolu2Bnrs2Lc3vYvDbSlXOYtmjrHaNTdWa6WdjCuWj8/SWWOtzpOl37nlfcyN1WLZhkbIKsVtG7dj3tQRntcrq9RxbOmGRjR3pn3LXrahEfOmjrDS5sZqXde4fPP7aDqZhKYT1zXNmzoC33rqXSgqdZW95EnndS564h00d6etDt7ehrmxWlwyrsr6Pu1prcmsK38HLNgz63c9fU1vT+qe6e1J4yeYUnTXM3Lbxu1ImSbhufKfDekPbd2NFbPrsGnxdKyYXYeHtu7OO//paEOu76iAAgroP7QndeNtlKxDMbnRwfev7MH8GaNBCAeB47H+jf3O3+rG7dA0WEvB/TjSzmN2Ll+++X0snTUWc2O1Vt25OJxSYvF3vjy+bEMjLhlX5SiXlefF55npudo0ZWQFFJW6ymNtZOfKtnO8ylz0xDs40JpwHWuNO/vD1rjsigMWPfkOmk4mPfvSwdTH5sNLBZzd6K/v+FSnNmb3qTYPEEJmA2imlDYSQmaxwx6neq43JYQsBrAYAEaMGOFZB5My1XQKih5zZnYz/eSI7asHptSW4uZLRuNrNhPre+ZOQnFQQFObv6UCk2auiEqudD/ZYS+bA7aWv6ktiWqbHL+9jGy2Duz6WVm5rjezLdmknHPZSoQlHnrGcmF7OzgC33bbP/sZ2ZeGRF91xYEmY5/P8wr0v6z/33s6IXC9iT8Va4hPo40DBfk+swUUMFCQb1xAAWsfvf23yPj+hgy+b+mSLcXtpjZjH18+/Gv/nMnldgujXBzOcwCl5JR5PJMfs/F5Zno+cYUfh9ttF+znnJrFk1MJ3M9OwSvvYOtjC9YLgx/99cye0ps9SumBbP962YZLAfwjIeQTGIIsl8F401dKCGGD0RoAR3za9AildCqldGpVVZVnBUzKlOcIeNLzf6Z2w2SF7agpC8F+b5fOGut6c3fnlvcRkgTUlPXICnuVkZA1q147mOxwZh4/mwP2/2hA8CzDrw2ZFgj5XG9mW/zK1nTqspXwKoMjxDMvq9ev3fbPIu+toNieVBzfpz1toMnY5/O8Aj3PrB326ymk9y2dUnj+ntmcRK78n0YbBwryfWYLKGCgIN+4gCfEEAvL4CA/vl86a6x1TmYckY1/7Z8zudyeLzeHcxZvngqPZ/JjNj7PTM/VJt7j/tnLY+faz8kWK2Qey7RJYHYK+eQdbH2s3/UUrBcGD/rrmT3jeq2U0v9NKa2hlI4CcD2AVyil8wH8AcA887SbATzb2zoqQhJWN8Sw40ArBB5Yv3AaAgKx5E2ZNDC7wWyNrMD3dE4VEfebOTbTttpHVnjV/HpIAsHQkgBOdMueFg6Z0sw/u86wJMgsZ93r+6zZRVnTPcvwkmtmFgj3zJ2EgClHv/mdg57XKwnEcWxNQwzVxQHfslebNgsszc9WoqY8BN52L9k1MWnqaMAtYb/2RkO2mX1ed9NUVEcDLhnl1aa887Y9LZ5ytRWhs1NimT2zfteTS563v9ODonc6szbo7/pzWU/kym+fkWdgb/zzyf9pXGMBBRTQfygNcRB4IBrkIArE0Z/48T0TEakpM/bsSQJn8aIfR9p5LJPLU4qGLY2HrLpzcThHYPF3vjzOYh97fOJlz8T4PDM9W5tWN8SgU4qwh80Ma+M9cydh+yetCIocnrz1IqxfMA1bdx73tFkaWRF2Hcu0SfC0U7hxKmrKQ558OZjiAo6DK868Z+4kcAXKGDQYUNYL/QVzGef3TDXOMeixXtgBoIFSms6WPx81TlEgSCuG5H9JiEdapdB1imiGMl80YChv2lUxvaTkn1o8HQTGaFwHha7DkoIPCBwIB6iGTCW60ioOnTSWGyRkDbXlIRSHRKiq7qvGqekUXSkFKUW35JO//+XzrTrsapxMDUzVKdKmjHMireDAySS2NB7CbbM+g5qykKcaZ1DgEFc0h9JWSDKUxJiCaEBwqoQxpTGdUgR4zqHGqWo6OLN9r+1qRkJW8cXzh/bUJ3LoTmv4yQs78fLOZlxRV41/u7oOBIAkcAiKBAmZGhYTplVDUtYg8hxUTYdKjQFHaUCw1DiLQzwSNjXOtKKgKBS01CkzH7dTezpPP7I9r6qqoyMtO9TSghKHkoAEQeBwvCOJaIC4VLm60xRDSkI40ZVCSIQrPakAlUXBnEqQR9oSKPFI70jqGGYqSf7uw6O4rG6oZSvwys6j+OL5QzG8LHxa2ldi1sfS2efhZWE0dySR1nSkVbvaG0GA51BtWitEPOqPp6llrZDVWiLH9QPIq43Z2tDckURAIi5F0bRspHtgQD+zAxkFNc4zhgH7zB5uSyAaNCwMogFDxdIeA/j1D6pNjVMUgJYuxeJ1jhCcUxIE4Fbj9ONyAJ5qnF4cftdV56G5K40xlWFPNU4vHmeqmuyz7qPGaedzjhCXGqdGAU3XrThFp8C2PS148A97saYhhpqyAOJpd3kiT9DSJTvsHdY0xHBOccCIVUw7B2Oijrisl4AehU5CCHgCiMwOy3aelxpne0pFVzLlkrE/W+OCI20J/PC5Dz2tsYYVrBcGBZo7U4hI7tgoLgPVxUGvLP2qxtkvoJS+CuBV8//7AFx0OsplyoQPbd1tqV6xTueBayejuiSIXce6HcpQq+bX4+FX9lgqWg/fMAX3XzPZpTR5+y93oKU7bSlrtXSn8eiCqehMqvj2pncd5b32cTOumjQM7QkZsqZj+TPvWwatd3/1AvAccbTh4RumIK3ojjrvmTsJP37uQyy8dDSGl4WQVHV0pTSHco9dodOe70fP7cS/XX0eFE2HwHGQBIJIQMCR9rRLZewh27WvboihKMDhWKeChz1UR+2qYrdfNs5V7zsH2jFnynCHauGahhgeNFXKAODlnc3YebQLK+dMRFDkUBGVsOWdQ7juopHoTKkO5S2mBPadL45HZSRgydxP+fFW13f/xp1fOB2P0KeOlu40rln7pivYeGbJDAwtDUEUCPaeSDmeZWOWt6cz8EofVmKk51LTLMmRHg32mKbb06Om6XpAJJ75a8uM/CEROdRAOez3SB9h5teoIb3dFlesyZOyiIghJoHrAN4/7PxN3zdvEkZXGkqXhBgzpJl79thKiWKf6x9tU8TiOOC9/5+9Lw+sojz3/s1+1uQkIYfFhFUUI2VJAANWRbkfaouXewu4JShg2dR6b6so97Z8XWhvVeR6tQpBW0E2BVE/W1qXFosbWjVQURGkbCZsCdnPMmfW749ZMnNmJucIciXxPP9Aznvedea8v+edeZ7frz7maGNwsQa6QY7AoaaUTZOyxtKGqKj43qPOa7xpXuWZ3j45y1nOMliAI1HfnMJ8nR3yJ1MuMslWJpdFsbKq3IZly6aPQHNcgKKquGPjLvPzNbPHmrq9zQkB//Wnz9AYS2HtnHEm5hnsltZ6y6aPQFMsheIwh+PtKQeG8y7Yf/fmj7CrrhWv330FmmLaw2tRUvDkWwdd2cAfS8NxmlBw7aM7MP+ygZgyqgS/2fZ5xnqP3TwaoqTYWMMNzDfyFx918a1WVlfgwuIgWlOdOn5AJ/mbgfWG32Swd/5LeanJwOnGvGnFfytTJ0lSDsmaVCyFq/77bce1765+Qb6fdGVRzc9Fg/QYkxQVVz/i9As2zx9/Ru1+I+4Qg5HJynoFaJvODzd/5MoGebvOsGn8fefGXSAJAs/Oq8QbiyZi6dTh5mZX39LJrFXfksTRFt486Fnb+5fyEgAqpte8i/nram2J3n3yfY4x3LlxFxRVxbNzK/Hi7ROwetZY5PloTKsoxYOv7NOe0ilwMPfcsXEXomEOS6cON5kGH3pV21CjeT48+Mo+KKqK5rj2RNLBIJY294Xra8FQlLkm6bkMVlaxhWnre9/zuzH38sGOOgssLGWGGUnWi7bsxtEWHtPH9MeRpoSDectg97IydRFwzxnoriZ4kNEYIbxJwZ0tMylo5SlJwWOv77exTT72+n6kpK+GzTLGK9j693qsnjUWr999BVbPGoutf69HjNfK4yn3+vFUlu171I/p9RUVuHPjLsxe8wFueOI9zF7zgf570dZKUpy/6UVbdptJzooKPL3jkG19nt5xCLJev81jfG0WRixFcc/7U/SvtCYV86BnlC+wzDGXbJ+znH19lkgp5iFkwcQh5kEP0B4+/ub1/Vgze5y5Pzz4yj4s3LATzXHR9puetfoDBDkaNzzxnonr9S1JNMcFe3vbPsfTc8bhLz+6HOvmaM+xf/b7PZBkJ5PlHRt3YUBRAM/Oq8SWBeNNDDceDgPaG7qWuIgfbv7Ikw08HcfDfu1B0/Qx/U2fKFM9ow83zDfMzbdauL4WjXEBvOhNqGL1mwz2TiuuuzFvuuG/l/U0vyATi3TOur95ERGK8v8uG2e3NMOp6oox0+3zdBatXmEOv/jDp7jt24Mxe80Hnt/3YtkUZQV1zdrTmPRTO0W4M2sxFAkQwA+e2eWoQxIEZLg7jIKsoDDI4o6N9rdsbQkBjbEUFFVFaaEfHbzkWt/K+Fnfksy4hsbc3cq8WMPSY/FLCrREbgMIKJLwXEtjHAZTV6Y3Nd3NjIR6x32iT+hss01mU77qrcNY9dZh23durhz4lbXfVbkX+6qcoVzRyxmSwOxLBzne/DFZrm9X35GznIPXNXYTEc5ZznL21Zr19+mGa6/tacBt3x6MG554z/Z5V2zZhpUU+B0Hkdf2NGDe5UMwveZd2/dID3xMCDLuf/kz3HHlUCzduse2jydFGa1JEdEwZ+J1NjguW/aebPDcmG+m73jlOBohr277nIH1Vt/BGJeB617Mm+n472U9zS+QFBWv7WkwI6IM+/F3y76mEeXsqzba4/dypgQt34jDnrF4BgNU+iIaLFFum5H175PtPF7b04BpFaWu3xdlBatmVqAoxGH1rLF4dNt+8+1dSYEfHE1iSDSImuoK84n/5LIoFl97EXwsibfuvVLLR1NUPPnmQew42ITCIIsYL2JFVbkpunrXpKEY2CsAWVFBU+43BkEQ+NPuo1gypcyM7X56xyHMvWwInpl7CVoT2lu90sKAa/2iEIdN8yrNmHCDCdNrDUVZQe88H7YsGA9elEGRBEiC0JhIPW7e4jBnfm5swg+9ug8lBX6ogCmV4dVfSYGVqYsw39RY5/uzfx5+2vfN12kspSX+px9GWEp7GZ9pQ/BimzRCBL0A2DjsZGr/f6N8clnUkZuQbX2GIt3r6+tHEASieRzWzB5n5vwRhJZ7mE3/XY2BynaMJOF6jZnu6onkLGfdyKy/Ty9cc2N4jOZxWDWzAjXbD5hv2lhaw0cDny/qG4IoA3+9+wobnhuYZ8VxAsDksqjNgTf8kjuuHOqK40umlCEaZlEYZFFSoLF6ZoXjJIHRpREbS6aX7zO6NIIFE4fY/BlAYyotCrKIBFiMLo2gMZYyx+H2QFqBavovblgfDXMmIZsxLgPXGX1dM+O/l/UsvyAbXMpZ9zaOJh2/lxVV5eDoHkTQcqbmldhqzdm77duDbXHwRs7esZakPW+tugK/0XPKjL+3f3YSy/+yH6NLI1h87TBHOwxN4s60mHwjHn1ldQX8DIFZqz80N/rzo0G0JSX84e/1+O7I8xwXN8BSiKckPP7Xf+BHky9AgKXRnpQcOUAcTWD2mg9tY++dx+JAQ9w2pzWzxyIpyDgVE7DkpU9QHOLw6E2j8EVzssuY/RVV5eiTx6E1KeKhV/c53hhlmntNdQUYisBtT39oK39x51Fc+62+GNgriJPtPB54ea+Z/9grzOGdzxtw9fC+ONyUcDjENEki5KPNmH1JUrD3ZIdjbYb1DoN2/5F87btjV4nYgiDhi9akg9Cnf8QPlqXRnuRxpNmZUzagkEOe34e65jgue3C7o923752IksIgGjp4HGhw5rQNiYYQDfsQ53nPnLqg7+svb0vy+MJl/v0LOeT7s2vfK58um/4BnPEYeF5CXXsS9ZZrXFLoR2meHz6f63O4c/qePZctR9Dytdk5e8+2JnjUt2h7QHGIw/+9rsyMoDFwLRJkMXv1B664ZuSO3TXpAnx46BQu7JuPEEdj60dHXfE8EmAgKwooknTguJu/0TvM4ndvHcTlF/a24a3BCdDBS3jm/SO4dcIgRAIMWhNiRhynCAKtSRH7T7ShYlAvz5y9P3501NGvG87XVFcgKch47sM6/Gv5eZ4+1OSyKP7jOxcBAA6fSuDRbfsdXAcrqytQe+gULhlSbOJ6czyFfSc6MuK/l/U0vyAbXMpZ97YYz6MpIUO0kM8xNIGiAIWQ+zXO6p79Rhz2DObAf7q4L2K8iJCP0YVACZyK8RjYKwBR0vKkRFkBQ5FYt+MQygcW2Z6e3HvNRfin/34DgCa6et+1w9A332eyYk6rcSZVPqu/SWEpAt9baS9fPWsslrz0CVbPGovZaz5w1N00rxLHWnmkJBn5fgb5AdYkxLB+77GbRiPI0aBIArKiYsuHX+D7lw+BoqgQdRYwhiLR0M7jzmd2YfmMkWZoyvrbxmHtu4fNJ0WFQRbLXt3reMq44fuXgKFIqGrnDaioKiiCAOUx9yVTyjB/Xa05FxWAqqr4R0Pc8dZzzexxaIql0JoUUbP9ABpjKWyePx6qquLOjbuwYOIQ81rUbD+AR24ajZKIPeRNknQ2LlkBTZGIhjivDR04xzf1xo4UfvzibscTvF/96wgUh7mMbJiZ2CaPNMXx78/+3bGu/3PjKAwoCqK+JQFVlUESlMkIpagyCIJCid7+ziNNGD2gyGSG3XWkCeUDisz+DzS0Y0g0z6xv/G2UMzQgSjDLjb+zGf/RlgR+7sJK9tPrLs66/pmUA0B9SwK/cBnD/73uYnONuhrjsdYknn7nIKaP6W/77d566WD0i+TYOL9Kyx32vjY7Z+/ZI01x/H7XUfxrRQkURQVHkzjUlECvEAuKIHCincf2vScxc8IgyIqKg41O3No0rxJrdxzSQtpnVmDp1j2eeP7svEo0dvDoFfLhJhcc3zi3EpKs2DBckDrzdGRVxbFWHtEwh1ueet/E8dGlETw4fQSWvbo3I44/M7cSS7d+ip9edzEYmoAgqaAseE7quoOiouJGl/1v6dThthQWY14GE7iiAklRBk2R+OXWT139CEFSQJEEjjQlHOu5ef549Mnzmbh+tCWRNf57WU/yC7LBpZx1bzvaksDaHYccfsEtEwZ5XePux8Z5tkxSVAzrmwcCgKxCP7AQoCkgGvahPSnrAqvAtx96A5vmVWq5SGn5SD/+bhmemz8eKUmGj6HQJ4/DifYUOJpEJMDiNzeNRkNHygzvqG9JavTIJIGk6Ey6NGLhvXLaJEWFpLM9JAQZftY9fr0wyAImrTJQPX4QDjR04LyCIBRVc6QpUhNFKA5xKAyyeOmOS/XcAxV3XDkUd2zUQkSXzRjpiAevb0lCUVUoigJBVsHSBAhoQqq8KENW3BNK++X7sGpmBSJ+Biq0EARBVjEkGsKjN40CLyp48s2D2FxbD210zvn7GBKNsRTmr6s1y0oK/PAzlGOjJ0nCPJAyFNmtc58EScY/DYvi4n55kBUV5xX40RaPmjkKkqLiZ1v34mdb99rqXXVRHwBarkI6e+zyGSPNnD2KJFzX1QhBlBUV//7sbtfDoNF+NC9gOgTp7UuKirJ++UhJnde1rF8+EkInOYmYUsBQnWE4iZQMgiDN8q7y3bxyF36i5y6c7ZxBY40ifhaDewVBkQQKgywiftaWN9jYYc/baewQzHJRVvD+4VbbQ6X3D7eiqjKXbJ+znJ1to0gCsZQIVVXhYygkRRk3puXnAUBV5UCwNImBRQEsmzECJ9p4LH/tc+yqazVzl4HOvD8vPJcVFfGUjHy/O16qqgqWIiASwE2XDAQvKqApAoIuTeCjSTzw8l4smzHitHH8ZDuPWycMAkEAm/5Wh2u+1Rd+lgQBArICEBSw/LXPMa2ixHWMRr6iEeIZ8TOACpCE5nGqhr9BAEumlGHR1cNMjK9v0UhrGjpSGBoNmWRj1vat+yugCahni/9e1pP8AklRURzibGGpNdsPONYtZ93XJEXFkOIQ/CwFWVHB0iSGFIfO+Bp/Iw57hUEK7TyLn//hU/zgqqGob0li9TuHHOELNdUVmFwWNePB05+eNHakICkKFr/wMYpDHO695kKznXS5AYP98mhLAotf+Bjr5oxztJkQZJQU+M04dbfcnzwfjfnrtbafnVfp+j0QwMk23kaNXFNdgaX6kzXjVX+ffG3MxlNHY6xv7juJzfMr0RQXUdeccO3j8KkEzo+GcP/LezzXzQouk8uiUFTYEsvdQmDuvGooCgI06pqTmL3mA3NMT+84hOZYCnl+Bk/eMsZGvewmtOpG0fzkLWMyhnmcqxb2U7jovIjtMLWyugJhv57LQLnnMhg5aZSu8bR06nAzRNDHkKD001iAdY8LD+ii5AGWwr3XXOgIn+kkJyDMgySgAfXdz31k0gP3ClJdSito5RIWrv8grVxL1s+U78Z55HKw+hPbTDmJrMf6GTmRmcoBIOyjUD1+gO33tKKqHGGftkY+jzX06WvotcZ+NlMeSs5ylrMztYifxIyx/RFPaSRlBOFFmAQcPmVPiVg+YyR+9/ZBG3Yb+W9d4fnadw/jlvEDXcsJAjiehuPpYY73TxuOlrh42jjeFBewdOsebPj+JZh4UW8se3WvaxinV559QpAxujSCe66+0FZn+YyR8DGkTVrCivEAsONgEyJ+xhYqa/hKRu5jcyyFeEoycdsQUM+E/17W0/wCH026Y8oZ5nPl7NyxiIfvF/GfmV/wjbhD2nUa9WkVpTgVE7Boy25XyuEF62vxn98pA0dTWDZ9hHaQAswfVHGYM39kCyYO8Wznvud3465JQ7Fs+gjzKd+vX/5M10HrbLMwyGBlVTm2fPiFo2xFVTnW7TiEho5O+mZVVV3HBcBBjWyVNqhv0WiQZQUOOvr7nt+N8oFF2HcihoXra/Hotv14YJq9jwemjcCj2/ajOS54rtviay+y1Vl87UUmE6jxPSvNskGffPuGnZg5YZCZ/G2ULb72IhQEWdzy1PvoncfhxdsvxTv3XYkXb7/UdaN2o2jOhpr5XLWOpOxK/d+R1N7s0QRc7wVaXxZZBe5Ikya4Y+MuU1qAF9ylGXj9zZsoKa7SBaIeVuRFDyzJX420Q5AjsbK6wja/ldUVCHI6wQrc52/cFbROcONYH/2wRnqsn3FbZSoHMstfSB5rKEnZrXHOcpazs2dtSY0d+3ibpjPrhq8rqspR38I7fqd3P/cRFl97ETp40axTs/0Alk0f0SWeT6soBaVqGdsCAAAgAElEQVQTM2WD41bMXLi+FhRJISXJp43jNdsPaAdboEvphXw/4xjjw9ePxHkFPtw1aaijzt3PfeSQpLBi/LwrhmBFVTl+/fJnju8smDjEXIOCIGvDbZIkcGHvcEb897Ke5hcoqtOHW7RlN3Iv9nqOZZKdOl37RrzZs8oGAHbqXqvVtyShQkVBkMGi53bbXpU/+Mo+LL9+pFnHqO/VzoAiLSenX8RvMncRgK3Nn/1+D34x9WKUDyxCnzwOG+dWQrawcW6urTfD8gCAJAjc//LeLsdlHUO6dIRXaJp1Xepbknjo1X1mH9Ewhx9t/giNsRROtPOe840LMlbPGguKJKBCC/PL1JfRlqyoZty+UUYQ2nyLQxySgpwxHt2LojkTNfO5apnCCJOSggdf2ee4F4wwy0xaLWIGCmfRI1xEzFI24EzDJNuSMk60JrBpXqWZ07fnWBvyfDQiAYDPMP+kKHdZnql+pvJs5iB6lItZlucsZzk7eyYpqhmpUN+SdMVXAtqDJbffKQEgz8dgw3tfYN2ccWjo0CSNLrsg6onnm3Q8Px0c18aoRXWcLo4bb9AMuQcvPJcVFS/uPGpiuqzPYeb4ASgt9LvWcZOkMNpnKAIE4BpaekE0hNWzxoIXZRPzrbhNkgSKLRISX8Z6ml+QSX83Z93fskkhOR37Rhz2rNILbAYJAUlWcfBU3DVO3C1kw6sdAFj8wse2V+28qDjaPBUTMH9dLf78w8tdk7qt1M+tSdF1XNlKR1AeYSrWdalvSWJXXatJrLJkSpnJqPnots89ZSeCLIVbnnrfnO9al7BV65isa+emUfT5yRiWbt2TdVgbS1MeYX3dMyQuG9p+t3vhq5JOyBQukkk24KvoP+RjzGT09P5pj/lb2z+b5V/FHM+Wnk7OcpazzEaThImvBh6l/+ZXzxprlqf/Tj9v6MSoE+08bnryb2bZxrmVrmRqBv6dDo4b3+lKLsELx5dOHW4e9DQ2y67lqCiSwL+Wn2cLFTV8mGNtvGeIp9Ws7dMkgVMxwbWeCjj6+apC2XuaX5ApPSFn3d/Oll/wjQjjjPgprKzWdFx6hVgsmz4Cz9fWOcIcVlSV48k3D+L52jqsrLKHkC2bPgJPvnnQEbLh1s7jN5fj/rRwhUVbdpsaO8b3Hr5+JAqCDEoK/HjyzYOO0I+VVeWIhlnzs+dr6xyhbcumj4CkyHj4+pG2z2v0+VrbUlTFEZrxwDRtDucV+PA/N4xytDGwKIC1c8ahMMRg7mWDXedbU13hmO/9L3+GlWnzWTZdCyOx9ruyugIsTZjfm1wWxdo54xANa2+VVr9zKKsnGkZsv7W/LxPbf65ZcZB1DWMs1ufD0u5hikbOWpHfvX6Rn82qHCBcw0UM4ieGJtArxGLp1OHYNK8SS6cOR68QC0aPI4343cMwI34yq3IV7uEqxp2Q51E/z5/d/CN+EjVp5TVfYnzZfCfAupcbeZHGvuSs3z0dkZzlrDtZxE+itNCP0kK/J5aXFPgQDbOuuGmERC7astvU5ywp8OORG0fhpZ31DvwzfBDDd8gGx62YubKqHJIiu46zKxxfWVWOohCLbXdfgYdmjESvMIfVbx8067j5QTFedN1/i8Oca53lM0aiUPdl0se0sroCJ9sSGFAUcOy5K6rKsen9I7Z0gmwxPxvraX4B44H7TC5nr8dYJt/mdO0bIb1wqoOHqCiQZIAiAZogICgqKBJQFJjU8UlRRlNM0AVF8yHIqsmExdAkREkx/xVkBYqqIsDSIE0mTI3lkyCACff/1TGONxdNBE0SkHXJApIkoKoqFFWjVQ4yFHhJ6aSipwhA1ZkL9c8CHImkoEKSFY1litRES0kQkCwyC2EfgbZkZ1s+moSgKOb3TsUEBFgKvCjjWBuP52vr8IupwyHrbVB6/4LOJrrkpU/Q2CFgwcQh6Jfvg5+lwVKa7ILXfN+6dyJEWRNG99GkzsapmGukqkC+nwRHMTgVF6BCYy80cv0MwDi/OIje+a5U9DZTFBVNcQGCJIOlKRQF2a5i+7/2R2GZaOwFQUJjXDCvYXGQBctqL+O9KKkfu3m0GfLK8xKakp31i/ysqd+mKCqSQgqtlnsk4ifhZzmQJIGjLQlc+oDzmr5z35W6bEACTTHBvI8SgoxeIRZFIRb9Ipq0Q68g5Wj/VFzGgKIgvmiOI8CQSEmqWc7RBBKiiv6FWv0rlm139P/GookYUBTEkaY4jrcmUFoYNOvXNcfRLxJA/6IgJElBShIc/XM0C5omcaw1gaQg4wuLxl3/Qj8CLIW++vh9NAFJ6ZSGoEmAl1QMKAqa16Ar+QuD2n1qeYlZ/tLOekwdfR76FwVxtCWBeEpEkGPMPoy/z4Ri+WxaTnohZ1/Sztl79lhrAhxDIiUqiKUkG5aLioZ7DEVAVbWHTwa+7j3RYTJuG/bmookAtBBLggAESUGQo8CLnftPgCWRFFWIsqLJFEDL2zVxXN8jFEWFrKqgSRIkoYWUa/sjCVFWIKuApEtEZYvjoqyC1P2dn/9BI24zGDVLCvyI+BnbnJOi4rr/vnj7BDR0pNAv3wef7q8UBhgQhEYKJuljpywYH/aTSIka2YqiqKYMAkORoEhgf0PcRvbyZTA/G+tJfkEmyaScdX/z8m36RgJe1zgnvWBYSlJMpwzQNnJFUQFom+zP//Cp7SBTFOLAiwoO6Lo6AMxNMZ9kIKsqWIoEQ5NISQoY/TAV12POVdWdjYvU89ny/BRivIKUvolTJLD27cO45lt9URTygaM1GmReVMzDlHbgJPDnT05i3OAiEARhMisKkgqf/kbF0LJrS2qHLIrU8ueSkqYh6GM03bSpj7/jWKef/7NqtgFAO2wCEGUVS6aUgaZISLKq6euRhEYTLauQZNWUpGAoshO0VOhvmlTzbkwKMiiKBEMRIAkC8ZSKOAT4WRLxlAxRVrBkSpkJpvc9v9tkePymGUmS+hNjbT1JsvPJDktTKA7bn04Wh9msw1Oa4gJ+++YBU8tFkBSs3XEI37/8fBSHOU9mOuMJtqoCWz866qoFA8Az5MD4nCIIJEUJJNE53qQogdL/pkkCk8uiDo06sz5J4Kl3Drtq3AFAQywFP2sfg6AAbbEU+kX8UFXg1tXu2pZG/y9/rB/koBHe/Plj7SBnmKx6yF/o+wxDkYilRKREWV8jBbGUaJLEsDTVeVjU+9jxj1P47siSTJcvZznL2RmaqgINbUnk+TmwFAWoAEFqhwNFUUHR2sMoA++MvcdgmDaspMAPWj8UCrKG6SxN4A9/18TVCVk74MUFzVfgOEoPedT8AYrQ8tkEWQVHd+6vsqKCoAgTw3kdwymSBEESWeO4j9FwmiK0B8NLppThJ1MuhiQpoGlS94WAAENClFVN8oEkMP+ygQ6tYYokMLhXEAxFgKZI+NnOsHpZ1XBFVlSEOBqKqv0b5xUABFqSKfCCApam0CfPB0VRcbKDB0eTOczP0miScMX9XOh/zzGaJLD3eDv6FQRNv2Dv8XaUFp7ZYf4bcdjzsSQqBvXCL7d+6qAZXjZ9BO69ZhgUVcVDr+5zyCisqq4Ax5B48BWNonj+uk4q+cdvHo0OXoKPoVAc5qAoCg40xFFa6MPKqnJbOyurK/BibT1iKRFTRpXYKOlXVJXj1ksHoiUhYcO7hzBl5Hm2ugbN86JrhuHikgiqf/e+bfwfHmrGFcOiNhr9lVXliAsyomEONAX8cuseNHYIuPeaC8GLisOR3nm4CU1xEQvSqPLz/DR+tXUPbr/yfCQF2ZajtbKqHL95fb/ZrlWS4h6LvptBwTz70kEO6YXZlw5CrxCLVEzFgvW1KA5xuGvSUDx0/Ugcb01i+WufI5u3zz2NYlmSFBxujqPO8uYpUShhYGEQNE0ij6Xw4yllECVN5L4oxOHHU8qQp+c68LyE/U1xh/TB0KKg/nZPxZSR9pyMlVXlMFyEsI9ATXWF7X6oqa5A2NcZxjltTKmZmJ8QZEwbUwrWEsbZlfSCVi56Si9E/CR+MOkCR30jRLLAT+KuSRc4xlegl+f7CBxrF1FvWb+SQj/65WntK6p7ErRxr0X8JMYM6mXm3aSHeQIAR7nng3D6Ya7Qx+C6USW2Na6prkChTxtDmKFc+wgzuTDOnOXsbFuen0RzgrTlBa+oKgdHE/jdW4cxY0wJfrj5IxOT+hcFwNEkVs8ei9mr7fuWKCuo+u37tr30OyP74WR7yrZHPXz9SETzfYjxksOXUPS3eQb2Ty6LYvG1F2lvzUgNw1/b04DJZVHcedVQNMWErHG8tIBDXUsKv9n2OW6dMAhP73BKT62oKsdjr+83+0jff1fPHouUqDgkH57ecQg/uGooSAI2H+SBaSOw/LV9Zn9W/N849xK0J6UzwvxsrKf5BREP3IucYYhfzs4di/i184rVL0hPITkd+0bcIbygeNIML9qyG3XNSRxt4V3L56+vRV1z0lFWHOKQEGQsfuFjTK95F1W//RvaeRnPvH8EjR0CSIKwxaH/ZtvnuOZbfTF9TH8HrertG3ZCVgjMX1eLG8YNMDd7o/zu5z7CLeMHor45aQKEUbb6nUO4btR5Ngr44hCHWErCPc99hKuWv4Gbn/wbbp0wyCTcePnj47jzqqFYunUPbnjiPSzdugfXjSrBo9s+t7W9cH0tREnFtIpStMSdMfwLN+zEtIpSU4aiviVp+7/xPYOC2U16Qct3IM1N/56rL8SSlz7BpOVvYPELH+Peay7MKln7VDzlSrF8Kp468xvoa7DmhIDGjhSWvPQJbnjiPT2MNoXmhEYZHRMktCVEzFr9Pq5a/gZmrX4fbQkRMUECADQlBVf63qakVl+QFMd9tnDDTgg67X8ypUJWFFtOnqwoSKb0p8YK0BQTbONriglQdFKwM5VeyFTexqsm4BnlC9bXoo3XxhdLqTiVtn6nOlKI6eMnic48UcOsby7bkop7+0kr65mXFIrWR3NScG2jWb8GmcpzlrOcnT1rd9ljbt+wExRJYe7lg82DnhWTbnziPfCCjGfmXoLX777CxPaDjQmXvdS5R/1w80eQZdWG44Yv0ZqQzD15dGkEt04YhFueeh9XPtSJ4aNLI6acwZfBcYPO3fBjvCQXDLmmaRWljrWpb0465mO0tXDDTptMlLXMDf9lRT1jzM/GeppfkB0u5aw7Wybf53TtG3HYs0ovuD3ND7AUAizVZXl6mduh5o6NO81NLcBS2uHtifcwf10tXtvTAIokTN299D6MNw1e5X3yfQiwlKNM0w5MZRzbfc/vRp88H+pbkphU1tuhD2bV5bP2SxKazIRb38aaWtfGaw2tUhXpn5G6TMOCiUNcD+PZJGvzojvFMi92z01QkN012AyKZV5y13jj9cPamUofCIrqqtMnWGQDXDXismz/TMsz6fxlGh9BwJXkQD/rZSWLYJVnMB7qPPjKPvMa5KQXcpazc9e89hiSgInDbpi0cMNO/KMhDgIwsd1NdkD2bN+O8QZeWzHWrV9Dk87AzS+D43KaD9QVTgPuON6VD2D4SV5l6fhvrMGZYH421tP8ghxm9Hw7W9IL34jDXjrNsNVKCjTK4IQgd1meXpbpUJN+XUoK/GbStFsfxpsGrzcOPppEUYjDlgXjsWpmBUaXRgBobFNNcSGrscl6LqFXeTpDVUlBJ9VzQpBdx9WaFG1r47WGVqmK9M8MymmvcWUjMk15rBvV/SI1AMDTUVCyPAwZ97zVSgqctP9e5V79y3r7mcZ3pv1nKqc8yskM4zfGp6rA0zsO2Q5qT+84BCN6yKt9q0xIpvyJTG1kmmPOcpazs2devz9Fz5frCpMCLAVZ3ywMHyG9Hbf2J5dFQVOEDceNPqzY2ZV/YXzvy+A4leYDdYXTgDuOd+UDeK1Ben9G+4afcyaYn431NL8gG1zKWfc2g69g1cwKbJpXiVUzK7R9Iye9kNl8DIkVVeWulMHLpo9ANMyiIMh4Ugq7lWXa+Kw/SiMe/sk3D+Kd/Q2utKocDdRUV6AlIThCwx6/eTRa9JC96TXvYunWPbjn6gsxuSyKwiCb9dhOtPFYNn2EZ3m6NMTKqnLQlCb5UBBkHONaqa+plUrajVbaoGB2k15YNn0EaAp4+PqRnuPKhnTEz1KuIXVfVTjI/7axNOm6FoxFZ66rg0LY507fG/Zp9TmadEh9aPkqOnkI5d4/S3XWd79W2ckO+Fj3/n16eabxsyThLj2hzz/T+IycQGsI1A8mXWDGxbOUh7QF1bllhj3aCGfZBu0xh9xhL2c5O/sW4px7zIqqcsiKjCffPNglJiUEGSd0vblVMytQUuh37FV+1v77N3LtbnziPRuOGwefmu0HTBzv6jD2fG0dVlSVZ43jK6rKsWN/o80H8pJcMOSajD6s5dEw65BOMNqqqa5A73zOtcwN/2kKXfoiX5UOXk/zCzgP6QUuJ73QYyzIufsVQa6bSy8QBFEKYC2APgAUAE+oqvoIQRCFADYBGAjgMIDrVVVt6aotL8raE21JxFIiABI+hgABjT2QJAmwFIl2XsSDr+w1BcPz/QxkRcVBnY2zOMzix98tM0VYYykJgAqKJB0JyU/vOIS7Jl2AXiEGkqIlCFMkAR+jsU1SJIG1Ow45WAxnThiEv3yqsf0lRdlGzHF+NISbXARa1992CUIchRPtKVPwvCjIol/Eh5aEaEsAX1VdgcIgA1KPU2uMCbYk31X6Zs2LiknZvG7HIbQkJMy7YggCLAmSILRyVSMF8TEkZH2OrM5M2hwXQJEazbKktwOoECQVsZSEiF8bA0kCiqo9qeIFCbIKtMRF+BjSRk6TbTK1oqg43BTHkaaEuW4DigIYWBT0qvu1e9RdUSxLkoJ9JzswP+0aXdg7DJom0Zbk8UWzkwClfyGHfL8PDe08/nawEaMHFJnXc9eRJlwyuBjRPB9aEzzaeNkkeFFUjXQl30chEtDqH2mK44ebO4l2Hr5+JAYUBRHN86E5zuN4W8p+j82sQN98DoVBH060JSHIMgiQpiSJCgUsRaFPvh8n2pJICBIUlTD7JwlNyqRPvh8NHUlQBMCLndIMPkZjfIuG/WiK8WhOOAlYCgMMikI+NMV4nGh3jq9PHoeikA8n23g89fYBx+9wzreHoHe+D+08j4Z20fY7LC30I5rHIM/nA6DtK9Nr3nX8LrcsGI8++X5Xkp3SQr9JslPfksAPMshnpNk5fc+ey5aTXvja7Jy9Z5vjvCZrpMu/UAQBioIegaOxUVME4cDKZdNHoDjMmWGLHE3iiTece8ltlw1GOy+Zv/+iEIdZq9937Beb5lWiNSFivoWsZGjvENr0z9IxXFG1MHSS0ITKu8Jxbd9VcfOTf8OEwUUmlhttJAUFSVGGn6EQ5EhIssbmbbCPdqRkdPAiWhMiCoMM3tzXiH8pL4GsqKApDduTgqLvnYPRlhTBMZT5wMrgBRUkFW1JAYVBDgcb4/ikvhXXfKsPWhPSaWN+NtbT/IIOHZfSJYOieQzCOi7lrHvb8dYkZqxy+hXPzR+PvhFXOZJuI70gAbhbVdWdBEGEAdQSBPFnALMAbFNV9X6CIBYDWAzgvtPpICUpONWRQmlh0NSa0YQXNJYrliaxdOpwSIq26ZMA/ByFC3qH8MhNo0AR2mHtwyOtNtrl0aURLJ06HEOKg6ZEwk+vuxh+lkQHL4MhCRQEKcRSKpKiYvZZPX4gKJJASlLAMSRumTAIBAH8n4v7IqCf3sv6hk2dGl5yz08iCW1uKoCfTLkYBFQIsorGjhT65vuwaV6lxVHWNHsSgqb7Uxxi8dyC8RqVs66JQ6DzriEAzL18COKCNg+a1KilaYoAqcAMGyCgfSYpKvwMhd55nEbxrGrOsKJqoatBjkaIo02KaoOqubEjBY4mEfEz8DEUFEXFpnmVYGjCBOETbUnQFAlelEFTJKIhDnTakyySJFAa8YOjSXPO0RDXLRm3AICmSQwtDtquYXGQNefdlpTBUbCVx1Mi2pIK8v0AL8l4a38zhvWNmNIKb+1vxsj+RQCAhKCiIEChQ9eh40gCYT+JGK8iEgCSogyOJmztN8V4JEUtVKeDlzGwkLOVR/wkmuIyCoP6famqYCjjIKdJeKRULTxHVlREw4ypBcmRBPL9pJloLkgqBFEExzDmmrQlBLD637GUjAI/jUDvkE2nL5aSURSCft861ycuKCgCkJJlXDksigCrSZFwNIkrh0WR0nP+WuIy+uYx8OtSJdb55emYmvL4XRokNzRNoiTPb2ujyN95DbkzlM/IWc5ydvrWwcuaFqikHUkYijBDOBmKAE0Q2HuiDQ//5QDu/9630CffB4okEGAosAyBRErRJBFEBTdXDjTfrqQkBTMnDIKqAkUhBnkcbWrleoXGy6qK9bddYj4cbYp1jeGirIImgdICDpv17xh6fSwNpLRoSZCElmu3aV6lqX9Hk7ruHgH4GdLUyzW+T+hYr0CFnyERYDlEwxxCPhJ980shyCpOtvNoTYrYtuckJpX1xlUX9YGkqIgEWBMjGIoAL6l4aedRvL6vEXdNGoo+eT5c0DuEIcVB+BgKQZaGqGM+SQIUQUKSFdS1JExtQlHWromga/O54b+X9TS/oC2poE8eY0poGbjUklQQzp31eoQJsoLiEIclU8psD4ENvobTta/9sKeq6nEAx/X/dxAE8RmA8wBMBTBR/9rTALbjNA97BUEK7TyLn//BKb2woqocb+xtwJhBhTZZgZrqCjy67XO8tqfBDFncebgJD0wbYdZvjKUQDXNICBK+v9YupbD+3SNoTQpYdM0wnOpI2dpeNbMCiqLanmaZFMaTLsDhxnYMLg6DpTXRVF5UUFLgpHiXFBU3//ZvjjbuuPJ8HDqVwN0W+YPHby5HgKNslNGrZ4+FICmYv64WEwYXoXr8ANubSts8rr4Qp2KCbR5Gf1Zq5Tw/A0lWcMfGXaYMw+IXPnbO86qhYGkCj72+H7dfeT6a451tu9E+L5s+wqRtrqmuwDD9DZdhkqRgX0PMQUmc/r3uYpKk4PPGuOd8IgEKR5IS5jxhp+ftE9DmGmQpVI8fYKPJXlFVjiDbKU3QlTRCYZBCO0/ZaMlXVlegMKgdRHoFqS7ra+VSl9IKXdUv8JM4mABuWW3vv3cemVX/BQEKh13Wp6++PgUBCm1J1jG/gkB27QOdoaLpv0sjVDST/EWYoVzlJXLSCznL2dk362/cwCorvj1y4yj0KwhizqX9Uf27900cffZvRzBlVIkpY3Df87tRHOLwn98ZZouEWDZ9BHqFOZAE8MDLe7H42otc9wtZVW24u2z6CBQGmawxPJGSccdGrf78ywY6pJ1WVldg69/rseqtw2Yo6WOv73f4Qul4nv7vomuGQRAV822j0Vb62A2cXlFVjj9+dBTTx/bHty8oxsrt/7CtV/p6r5k9FrwoOjCPJmHzr74Mrvc0v6AgA27mrPtbgKUcv41l00c4CJC+rJ1TdztBEAMBjAbwNwC99YOgcSCMnm67HUlv6YXbN+zE1PISB3OfldWqvkVj4Lq5cqBJ6rBlwXisnTMOQOdGZG1z7uWDMa2iFPXNSUfbDe0pB+29SWG8vhajBxTpNMY8Fm3ZjUe37XfE1z9+cznuf/kz1zaa46IJEkbZHRt3or45afvMKuUw9/LBruyOd04aitmXDjLH4taflVq5oT2F5riorWEXMgwLdYprN1kHN9pnK23zgvW1aIjZqZMbYilXSuL073UXyzSfDg963g79zRgverB1itlJG7jRki9cX4v2r0g64WyXZxr/mc4P0N5qu+VPGM+MM8lfZCrPWc5ydvbM+ht3w6p/e/bvqGtOonxAkYn3G947gvKBRQ5/YsHEIeZBz6i/aMtu1DcnoaoEplWU4v6XP3PgeE11BX79p88c9SiSyhrDjYMeAFdpp4Xra1E13i7b4OYLpeN5+r/1zUnzoAfAbMsLp2/fsBPTx/RHfXMSP3hml2O90te7zkXaYcH6WhxvSzk+yxbXe5pfcLZo+XN27pgouTOxnylp0df+Zs8wgiBCAJ4H8O+qqrYbeldZ1JsHYB4A9O/f3/U7maQXvASWDZpg6/cMAdOmuIBf/fEzLL52mGtdiiRsMgNWy0RhLCuqeYqvb9E294de3We+1o2GNR291/Y0eI7Zrf30JwPWcXhJPjS08whxNHyM9xpZ/7X2kYmx1JB1SB9vJlro+pZOin3DMlHxnyuWzf0KZJ7P2ZY2yJVnpj+2Si8Y4RYPvrIP/3PjqK+sj3PBsr1nc5azc8W+jF8AeGOOEeZt4P2uulZMqyhx+BNd1Tdw7rU9DWjsEGz7Rb6fdsVxQ47IrT2rpfsSXeH4PVdfiDwf3aUv5CaV4OVXZIPTFEmYY8y0Xl5+kZukQ7a43tP8gu6CGTk7fTtb8hrnxJs9giAYaAe9DaqqvqB/fJIgiL56eV8ADW51VVV9QlXVMaqqjikuLnZtP5P0gpfcgUETbPwtKzAZcuavq8WuulZPNimGIlEYZF3Ls2HyNOQgjO/tqmvF/HW1uPu5j/B5QwzHdCYwtza6YhDzGoeXJERTXMDCDTsR9jFdjtlKv2z0k0mGwUvWIRMttMbmZb91GQ/2yPTvfd2Wzf0KZJ7P2ZY2yJVnlkWgSQKNsZRNT7MxlvpK+zgXLNt7Nmc5O1fsy/gFgDfmJAQZNElg6dY92FXXavtuNpJDCUE2ca6kwG/iuMGyZ6RopNcz5Ijc2rNaOnZ2heP3Pb8bPobq0hdyk0rw8iuywWlZUc16mdYrW7/ly+B6T/MLugtm5Oz07Wxd46/9jie0V3i/A/CZqqr/bSn6PYBb9f/fCuCl0+0j7Ncolr3ohl/aWe8Ix6rRv2/8/ciNo8DQhINK+fxoCOvmjMPqWWMxujRihnLd9cwuLHt1L0oK/Y62Sws11izrZwY98crqCuw60oRomEVJgc8pd6CPqyuJg8Igg+UzRjrmUxBkbJ8VBBmsqtY0PBKCZNJQj4sN21kAACAASURBVC6NYPWssXh6zjgEWQrFIQ4+xkkT70atHM3jUKj3U7P9AB6/eTRWzxqLTfMqsXrWWKyeNQaFARZrZo9FkCOx83CTQ9bBWIf069Qv34fVs8ZizeyxiIbsMerREOegha6prnB8r7tYpvnk+92lCfJ12v+Qj3StH9KlC/I86ufp9Yv8rGt5kV8jFIl41DekCzKV+zykGQzphZCH9IIx/kzthz3Kw1mOL1N5tmvodg2MNQy6UL+vrK44Y4rlnOUsZ5nN+ht3w9NHbhyF0kI/2pMprJ0zztTG23m4ySHlVLP9AB6+3o65y6aPQEmhHwSheso+GRIP6Z/Lipw1hht7zOjSCARJ6RLHE4LsKUOVjufp/5YU6jITFpxePXusDd+fmjXGhtOCpGBwNIhVMysc6+XmF7ntlwOL/LY+3PDfy3qaX5ANLuWse9vZusbngvTCtwG8BeBjaNILAPCf0PL2NgPoD+ALADNUVW3uqi0vytpjLQnUHmnC6AFFoHQ2ToOOnqNJNMYE5PtpqGrn55108FpohCRrbFoMqTFXKaqK5ridGrmmugL5fhrNcY1UpTUpYufhJsz59mCIuqD68TYeL9TWY8aYUvTJ9wHQ6JEN5s0ARyIpdDJkyiogyVrdU7EU/vzpcUwf0x9tSRHFYQ7H23j0yfNpLJkEICvAiTYePoZEyEdrMgcEAZoisObtgygfWGSGkDxfW4dff+9bONGWwvz1GknLDydfgFMdKRt5zLLpI1AQYNCSENEnzwfjjvExpLlGqqqxb4mKCpogIMgqCAJoS9olIJbPGInfvX0Qd026AD6GBEdTUKGCo0ikZAWCpOBUTMCAIr95nVQAv/rjHpMs58mZY3BhHyc1syBIaIwLNvZKlvWMVP7aH4VlorEXRRkNsZSNRYzRyTua4ykYtNdGuZ8lARAoDHKQJAVHmuMOiuYBOu1/KiWhmRcgyTClEWgKKPSx4DgaPC8hqUhIpDrbD3Ak/CQNn49GUwcPH6PlEFhZwXgRKAr7cLQlgZNtCfTOD5jlxt/nFQRsv0mrNETFgCL0KwjgWGsSsiKBJDpZxxRVBkXS6Bfx42RbEgpUx/hJEOid70dTnEcHL0GSYf6WaQoI+2gUBTVpBh/tMn4JKApp0hIpSXG0z9EkCoMa7dnx1iRaEzzy/JzZRnsyhUjAh74RP3heQl170iEPUZrnh89Ho7EjhfcONDjWoHJIFMVhV2fknL9nz1U729ILOWkHTztn79mjLQlE/KS5B/hoDc9EWQGtyy4IsgJFteNPTXUFCoM04ikFJAFwDIX2pIggR4MhCTszJkNA1OVjoONza1JEW0IAR1MoDLKgKQItcQEFQRaU7l/UNyfhY0j4WdocC0UCXzQnoer7kYHhS6cOBwGgQZdh6ArHB/YKmn5Av3wffAwFUVY0uSm9XQPPFVVFSlJ1FlACgiTrLOIqFEVBnp7OYsX3h68fif/6016TSM1g646GWSSETlknktT6+KI5CQIwZWl8jIZhsr6fMjSBxg57H17472U9yS9oaEsiyBEO3IqnVETzXWn5c9bNrCXOQwHAW3w7H0uCBFAQdKVc7R7SC6qqvg3vwU76KvqgaQIDeoXxiz98ih9NvgCCZGe/WllVjg5exPLXPncwVD1+82jQJGk71K2oKgcAR3LygvW1WDp1OHwMaTJSPTBtBE7FBdS3JLF06x4Uhzjcc/WF+OHmv9s24TwfjYSgIBJkEE9JuNPCZpnOgHnvlt3YVdeKTfMqceMT76GkwI81s8fhQGPMlIYYXRrBPVdfaJvLyuoK/MbCMLqiqtw86NW3JLG5th7/PKqfyZ5pzGvRlt1Yf9slWLSl1rYu8RRhA5PlM0bCx5AmE+fy60eam7TR1t3PfYQlU8qwYH0tnplbaeoHGnN76NV92FXXipICP5ZOHY4BRQHc8tT7tjbmrvsQL9w+AVEL13Am9sruZoqi4h+n4pi79sNOkLPoD0myiu+t3GGL7S4p8OOFhRMAAE1xAbfqrG3W8ucXTEDvfB9aeBEzapzajVsWjEcfjkZMlHCsjXews/bL98Hno0FTcGUF61+gHVIYmgBN0za2yxVV5WBoXfScITGgVxg3ppVzjP5mjyNwpFlxsHkOKNQlPwgChxvjDsaqIcUhAIAoqaj+rVPTasuC8QAAlnYf/0Cd1SwpKObYrfU3zasEgtrfNEWgNSlj7rr3bGPoFdbG2JQUTOa89DbO89Eo8DMYVJxnW4Oa6goUWHKFc5aznJ0d87EkTiVktCVE3L5hp4m3q9855MpU2dghYFddKxasr8XaOeOw7FWNYfMXOsv3vHV2H4GmNB3fWas/8MTye577CIuvHYYbdBzfOLcSN1q0O0eXRlyZ+e5/ea/JeLn8tc/xvYoS3KMTunSF4/9zwyhcfmFvx9xe2lWP7448z6Eb/NCr+1AcZvGDq4aaWG+wZX92vANLXvrE1scPN2v4Pn9dLRasr8Wa2eMQT4k41ppyPBg32M4NMzDf6j9t/P4lDh/CDf+9rKf5BTRN4MApJy6XFOR0F3qKJbrwPQqCp99u97vbT8NE/XA3raIUNEk5DmlWZsh0hirr2zvjs9s37ERBgPVMJrYyUt33/G6wFGkmJC+YOMTRx6Itu9HQIaBXiEV9cxJ3btyF+pYkdtW14sFX9mHp1OHY9qMrsGRKme0wZMTGGwnd1qRnt34Wrq/FT6ZcjC0LxmP1rLF47PX9CHK0bR4MRbrOqyWhJZZvmleJZ+dVooOXHIyidz/3kY2Js1k/5Ka3ZYzTmjxtrNWCiUPMvwf1CoLwSFQ3WCUN62msW01xwTzoATrIrf0QTXGNqTEpyh7rouU38JJ7eUrSyjNpxKUkdzbPlF4eS7mzgsVSWrloeaBirS/qmlZJD7bQpH5dO3gPtlFe1+GT3RmrDC2aTPPLxMaZTSJ8QpBNgpZN8yqxZEoZHnxlH5J6jkmmNlqSIh7d9rmt/qPbPkeLJVc4ZznL2dkxXlBs+5TBEOnFVGnFpua4oDNfC54s3yfbUqjT2TOtWP6XH11uYnljLGXD8XSyODfWykVbduPRm0abGD6prLfmO2SB47KimmRvBpY/9Oo+lA8scuzHxpwN9myjzGDL7opozvg/ScDVh7KynVvr9i8KgCZJPHLjKLx4+6VZ47+X9TS/ICl44KZwbhHO5Oz07WyR8HwjDntWNk7KY/NIPywZ5rWhKap7InRrUnRseLykmAnJXbF2yarq6G9XXStmr/kAIGAmiRtP3Wq2HzD7lRXVlvTs1Y8kK5he8y6a4wJe29MAKi0Z1CvpuqEjZRLEaCGb7mASCRg6alqIh9caGWN21NfXraTAj30nO3BUf3qV3gad9i64u7BuZWuCx2FN0A9r6dcN0MmG9NCWMy0/22yWske5cob1jXvqTOeXTZI05UHQYvSRqQ1BkvHangZb/df2NJjXOGc5y9nZM0lRbf5AOgOl1dKxqSkumBhXFPR+8GtlkjSwvDUhmntFOo6nk8V5jUWUFRPDI34maxxvTYo2sjdV1cbl1c+Q4iAGFgVsZcZ3syVo8fKhioKso+4/GmKYsepdAEBxmAPlQZ6Xjv9e1tP8ghwbZ8+3s0XQ8rWHcf5vmJWNc0BRAKtnjUWApUxl+sZYysaYZf0xGQxR1s+MTWzZ9BGOsIyHXt3n2PDy/QzW7TiMB6aN8GwvIcgQ23iIsorJZVFMqyg1Y+oNNqqHrx+F4jwOBLQcAuPgt6KqHK98fByjBxTg6Tnj8EVTwjyMuo27pMAPUVawetZYMBSBx28ejea4qNNEE1hZVe6I9X/wlX3m/0/FeNe1KinwIxJgcH1FCQqDLH739kEsnzHSJgxrCLeurK7A3uOtWDWzwpZDaLRrrOUv/2U4VlSVO8IWjHA/wwzWrfTxnGusW9kaS1Ou82FpzXlgKdJ23RKCjMIgA1afL0MSjvtz2fQRYPQNI1O58ZtxrOeXKDfuY+v1pS39d1WeqX3Go/yrmp+PIfHUrDE42sKb63tegU/PKYHZh9s1MPowCFjSQ0UNAhaWpjD/soGYPqY/KFLLU9ny4RfmNc5ZznJ29owmCVA0afoDhUHW9jAyfW+wYtPTOw5hWkUpnq+tw4+/W+aJ6X6WwjNzL0GfPB9kVcWpmIBoHoft90wEQThx/L1/NGLtnHFojgtoigvm4S+9bcNfmVwWRVGIg4+hMuL4iqpyPPb6frMNA8sBd9+npMCPuuYkonkcJpdF8dqeBowujZjrVLP9gAPfrb7CyuoKvPLxcQwvibju9cVhzuwz3X8ycJtjyKzw38t6ml+QCbdy1v3Nz2rkeumhx362mxO0fJXmldga53kcbEqh9tApjBnUy7aIWo4NB44m8cutexyx+qtmVkBRVMem+cePjuLaEf0gySoKgiy+aErg0W370RhLmRue8eTu6R1aDsCb+07ilgmD0JIQHWOIBBg8/OfPcbeeU/ib1/c7xrKiqhy9QiyefucQpo/pD5okQFMkKFLFkaakzbGtqa6Aj9HyBdLHfdVFfczcugmDizBz/ADb/NbMHgs/QyGWkuBnKZxsS0FRNQrlaJjFT/7fpxg3MILrRpXY5mHM9T+/U4b/+tMe3H7l+SAABDktDzHAUuBFGcfaeBMkq377N5sjXBxi8dnxDnMtn5lbiaVbP3UAxU+vuxjnFQTMayyKMvY2xByO9bBoyCQ1SbOvfXfsKhFbkhTsPdnhmWsgCJJrLsIFxUGwLJ2RHOREWxIn2nm0WA4qBUEGffJ86JPvRwfP47BHTlvY5zN/U+nlg4s4BH2+jPVbEzzqWpzlpQUcIoHM9VsSPI62pBzzP6+AQ4Fe/0S76Jh/nzwGYZ8PMZ7HIZf2BxVxCOnzO9TkbH+QPj8AaOd5fOHynf5FHPJ8PjS08/jJ//vYce/+8l++hWier8fds+ey5QhavjY7Z+/Z9N/45LIo7rxqKB5zwd6a6gowFIHDTQk8X1uHWycMwtM7DmH2pYMwpDiAhg4npheFWHAMhWMtTmxWVBV//OiohuMUCYYk8Jc9xzG0T74jz97vguMsTeDF2npMGVWChTopixeOi4qK1riAgiCDg40Jcz8sLfTjwVf2atEFlw0020o/fDXGUlh/2yX4rz/tMedt/Hv7leejJS6itNCPUzHBQR5z07gB6BfhIMhw7HMX9AqiLSUhLsg4fCpuYr4V5462JPDzP2TGfy/raXtsJtzNWfe3OM/jeLuIOovvUlroR988xusaZ3XPfiMOe8aG8ZMpF+PmJ52Jjxu+fwn8NAlRUU1WTIOBjyQBmiSRkjqZpFiKwKfHtAPJrrpWjC6N4K5JQ3FhnxB4UTHZOk+08Xjwlc4cu2fmVkJRVfz1sxO4/MLeOusngZaEgMIgA1UlcKQpjsUvfIwlU8pMshXrWNffdgkmPrTdNr/1t42zJWMb3934/UtAENpYDGYrQdLmMENPAl81s8K1n6VTh2P2mg9wfUUJ5l4+WJs3TUJVVZxsTyHfz0DQQySMTbhm+wHsqmvFth9dgUn//YY5ruUzRuKGJ95zXJctC8Zjes27tn5fWDgBkqJCkhXQFAlJVnD5su2Oum/eeyX6F3Zu9o0dKfz4xd0OUPjVv47olsyGmeZzrDWJ61e967hum+ePR7+IH8dak/jHyTYMieaZjE4HGtpxfu98s/xnv//E0f7P/nk4+kX8ONqSwNodhxxvnW6ZMAjnFQSyKvdKMs6m/EhTHMdbEygtDJrjr2uOo18kgP5FwYxOQKby+pYEGlzYQqP5AZRkMT4AGfs40hTHFW737qKJ6F8UzHgNXeycvmfPZcsd9r42O2fvWbff+OSyKH563cUmg6+kaH5AQtB05goCHAh9Rsdak+ZD3RcWjoegs2YbmF4c5rA3jcQEgOkLXPbgX83PRpdG8OD0EZi9xkno9NStYxDkaHOf4mgSvCRDUQnTn/HC8dWzxpptWrGco0n8+dPjuHRoFG1JEfl+Bste3Yv/uPYiNHSkbHgOAK/ffQVkRTXbSh/vpnmVrhj/lx9djhNtvKt/8uLtl6I4rDFHN8RSJuZHQ5xJnvJFcxyXP7jd0W46/ntZT/MLjrYk8OdPj+Oqsr6mj/r6nuP4Pxf3zerwm7Nz37LxPdKse7Bx/m+YpKh4bU8DFl97kWu8MwCo0GQCEoKMaB4HVZcUADQyDJIg0BwX0NCRwuBeAZQU+LBsxkiQBEAQQJCj0NAu2J7uPX5zOR6c/i0ABGIpCZKsIJaS8LOte4Gte23j2DSvEqWFfpQWBrrMGyAIOF7j+xj3mPiWhIhIgAFLEVBULbmXIgkoiooJg4sw9/LBYGgSS6aU2TZ2I98AAPY3xHDwVBz98n1gKBaSooIXZfTJ00CPpUjc//Jes+78ywaCY0i8fvcVYCgSEwYXeYaIGGQj1jHzogyaIjXqaooEx7iH+/nSwjiM/CcruxcA/PS67pn/lGk+mXIRRFnB1t0nMffyICiSgCBpf995VRgAQBHAz6deDEkGZFVFv4gfI6ZebCbxSoqKVW8dxqq3Dtv6uLlyYNblXeUWZCqnSAJ7j7ejX0EQKjQJkr3H21FSGDTru63Pj79bllW5rKhY+sd9WDBxiO1hxSM3jjLrF4c4LJlSZiu35kaQJFxZ+0h9ESmPkBsjp0+UFfc+umk+SU+yL3t4y1n3M7c96LU9Dfjxd8sQ9lE20ot8PwNJBqp/1xmJUlNdgUduGoUvmhI42Z7CdY+9Y2vrr/dc0WXOvxEaCWh5c216vn/6d1mGAkMSUPUxE7IKktAkmTLhOEUSZptWLOdoFiP7F4ImCWz+oA4LJw7Bbd8eDElR8bu3DzpYMkM+GilRwdo54yArKp5886CNgM0L4w80xj1zGpOihIZ2FZKiaP6WjvlWSQUfQ2WF/17W0/wCggCG9sk3D/kG5hBf+xE1Z1+VSRb/3HiQ/uSbB884L/Mbcdgz4pyNfLX0DYkiCew53mG+MmUoAj/7/R40xlJ4atYYdPAS/u3Zv9s2eY4hMWv1++Zna+eMc7A+3bFxJ9bOGWdKBxghGNZN3hgDSRA4FRPQFBO6zBsAgKdmjcGcNZ2U/NbYd+t3C4KMa2jq6lljMHP8APOpnDVkw3gLmRBkU77BCNtwy+Ozhq2OGxjBlFElDjr9N/Y24IFpI9IkLcrx+F/3265TSYEfsqriZv1tR0mBpqlz7zXDbGEsNdUVKPTbk7u9YvOZbhqbn2k+mXIRQhyF6rRrvKKqHEGO0ssJHGwSXMNBzqR/xpIz2FVOXabcgzBHomJQLxuorayuQJjLsv8M5QGWcqU09+sPOfyMR7kl9EdV4Mrat3leJQDtQcjD14/EDzd35rQ8fP1IM6/Sqw+fe3hRznKWs6/QvPYghiRwrNUenr12zjhXRkkjAmdldQVGl0bMg9bksqj+RtA9R/9gYxw/mHQBAJhSSEUh1v3hEAEcOGWXmTHCO9P3+HQcN3weQ/LJDctXVJXj1y9/Zo5jZXWFbVzrvz8OJ9vtoYMrqsrBUp3rV7P9gAPjjbSOxdde5DqvY608/AwJXlRseX9WiaFCP4u7Jl3gCJVPx38v62l+gaq6Y84mHXNy1v0tyHr4buyZ+QXd847/kuajtSTfLR9+oWuS2JXp4ykRS176BDc88R6WvPQJEoKMe6+5EPUtSRxt4c2DHtC5ydfrlMrGZ14yA9bP61s0mtz/+M5FtjEsm66FFNy+YSce3bYfD0wbgedr6/D4zfaxPjBtBH71xz1oaE+Z1Mlr54xDjJewbPoIR5sn21KutND1LbxDNsGgWS4p0PTyCoMM7po0FPc9705FbZWXWLRlN/77+pGoGj/IQWd/+4aduHZEPzz0qkY7/frdV+DZeZUIsCTuuHKobcwrqsrx6z99Zqs/d92HJn21df3T6elVVXVdg+4cpuw2H8MCLOm4l1dUlSOgJ/HyHtIGBmV1q4f0QKsuPcBRhGv7HKWzeRLu49OLQVOka7lxGDV+k+nt+/TwnUzSDrRH/wZLG60TtDjKjbdqkrt0g6hLM0ge0g7Wt26Z3k6SBJAfYLB06nBsmleJpVOHIz/AmBEDsqq69iF343s2ZznrLpbv1wiU0v2Bdl50PLjNJCO0cH0t7po01Gxn8bUX4Vd/3IOCIOPYhx6YNgKPbtuPhetrsejqYdh29xVYOnU42pOi556fvk8sXF8LjnbKSFlx/IFpI7Dlwy+wsrqiSyw3ZKmsbS+6epgpB6MocMX1INc5t111rXh6xyGsnTMOby6aiE3zKhEJMJhWUWoeBN2wuTkumgc9o22rxFBL0nkt3PDfy3qaX5CJhTpn3d8ED9krQzbqdO0b8WYvJshY/+4R3DlpKFhKC5mUFBUEQYCjCEyziJgWhzjwooLBxUH8+YeXQ1bcw+UCaadsQ2Yg/QmSW6hiLCVj/W2XgCC0UC+aJCApihnOpagqbhk/EIVBxvaZrKi47duD0S/iR2tCwLE2HixNIsRRGFAUwLPzKiErKhRVxcq/HsC0ipIvJScxrE8YG+dWgoAKhiIR0bUEM1FR17ck0dCRQnGYc/0eQxFYfv1IyIqKmu0HcPuV5+PJNw9hf0PMnN95BX4QgCPcwm2t61uSDnp6XlJMzTMj3OPBV/bhf/SwvO5mSVF2nY8RZhhPaff06lljba/6/+2fhiISOPMwyqSk4LHX99v6f+z1/fi/110MIPN6J0UZL+486hjfHVedD6DzN+lWXoTMYZTJM+xf9Ji/qLcvevQvKtYwzq7DNHlJMd/AW8uf1Z/CCh5agOIZbuo5y1nOMltrUkFLLGnzB977RyPGDirC8hkjbXlrXvhu1cgbXBzEm4smgiQJkISmR0cRBPpFtBy9Y61JE8cXXzsMrUkRPkbjA3j54+P4waShiOYBz86rhChreetPvnnw/7N37vFRlPf+/zxz2Us2CQkhQW4i2AhGBCGAAXtaq621ldajgBcIGFRArdqLx8tpa2vL6TkoerRaIYgaFFGh0NbW1tpWa3t+UhUCihVFRKQJAgkhgVz2NjPP74/dmezszGQ2N7O7+b5fL16and2Z5zbzPM88n+fzNV6qJlLfHITK7Z9hif145axx+MdHjZg5flhKfbn+9/H2iLEH79Xbvmj7G41z7Dhw3PSMrX5tv/GMfer1T7C5th4AjL5+4il5+OBIK+77417cN+9syKL9WCQYUfBpiwbFYbtCquFpsm1c4NbnEJmP29ikpwyKyZ4sMGz7uAlzy0dbNhH/5XtfMApWly0mu3DZyS71cAg6+krct57tlEc4SRUDHhGVT7yJ4lwv7rh4AmpeP4BvfanU2GCtv5U71BLCihf3GBIMfZOzfnxrbR1+eulZaA2rONjUYZJ5/Pyqc6BpQFixykicpCWKxvFRQytGF/qR54tNMPUHeVcdnf7/uiWznWRlyfrtxlu1xtYwKmeNxTP/OIjlG2qNAfCHR9tsf59c1qML/RZ7eikh5lni9zLVklgWBfv8iJ22/ds+bjI6U/347dJEAL0PnaA67Hn7YXzPm1t5+yUBl00bZZIirJo3GX6pU+Zpl/7vfDn2dtwnCfYSx/jvXa8vi/bXj0sknUI/yAnpt5VxSubQC12Fd3CLJejJMokRQWQSqsaxuKYWf/neF/Dl//270f8vSth2ocsinfr3e377HoDYfXv4RAiqxvHUNmt//vS1M/HE//sY18weZ+rHH10Qk9ZXzhqLFS++Z9lysWreZMf+V3QIy5Dcj5eekg+O2B7BqKp12Zfb/a1xq0/A6EI/NM7xxYkllmfspy0xhcLqhdMAAJtr67GrrgUrXtyD55ZWYPmGWiz/t9MQinLUN7fbnvv9I61Y8eIePH3tTNvjqYanybZxga6ISQ5F4ZOoz8gW3LbA9JRB0UJ0SZk+yUnkWFtn4O8bzj/dInG44ZlaI44OECv0R66eitFD/abPlpw3DhvfOGhIFTdefy7+sPsQrpk9ziJVW/lSTKp4w/mn4/YtMWmF3ono171z626MLvRhzcJphgQj+fjc8jHoiGioPx60yDy+/fzbKM7zwiuJFhnD0ICMtcnylYXTIDCOoTkeaBrHgnVv4Ev3/w13v/BPDM/32kohql/bb/p/XTKS/L2HX9lnpOv2LbsRVlTctHEnln5hPEYX+lGzZAaOtYYxLNdjka4+MH8KCgOy6bN1i6dbArKW5HptJTklubaOW2lPSa4X1Un5qU7IT1HAg3WLpzuWS45HwJpkyXKCzDPHYy9h0o97JMFyr4wu9EOOdyp6DLnk3+sx5BRulR7dvmU3lPjLKVmyl3nq59ccfq+/3HKTgbrJML2ygJsviA3IrnzsDax4cQ9uvqDUiN/kln4AkESGolyPSaZZlOuBFNey6vtFksuwc8LO8OAVU0x5ePCKKfCkGjGYIIgeo79sOXIihNGFftv+/86tu3HrhaW4ZvY4/GH3ITx97Uy88K3zjP5d3xv3yNVTwTk3+uXk/nzlS+/jB5eUWc7/rWd3GnJMp+0SXodnZTCqWLel2PTjl63ehkVPvIWbLyhFvt8qK129cBq21taZzpH4N2Pc8qxfvXAaWjoiFrnZ7Vt2Gy+5btq4E8u+eHrneSvLoWgqaqpmYEHFaTjWFsZL7x62SDz1QPN6uSWPCez6fyeybVwQVbmhuNFltr94dR+iKsk4swW3sVFPGRQre7ok7o6LJ1iCFRbmyMZnThIHAFh5+dmQRQEtwSh++rs9WFM51Vj1AoATwQjmlo/GyAI/QlEFGmeoOL0Y+T4J65fMhBSXdpwIRo3VEv16TtfV4+3dcfHELqUXTrLM5o4IinI9uG3zOyYZwz2/3YPVC6cachGNc+T5ROxvaEcoquG7m/9peoAfPRk2SSGi8QHzA1dMQUNrGKMKfPjRN8rQ0BpGSa7HKBdZFHDrc7uMTev6+WRRQH1zEB5JwOblFWjuiOLm53ahvjkW62jj9ecazqcrX4q5lt49pwylVifwjwAAIABJREFUJbnwSgJGDLHKFmRZxMSSXEOSIwkMJblep1g6aY8kCZg4PA+bl8+ytaQWBIYJw/Pw65vOQ0RR4ZFEFAU8RrlEFA5ZYli/ZGaCjbiKSHy2cjKk4rX3j+LZpRXgPCZhemFnPb45dRQKA0CRX7YN7FkUb3Mng/a/v3TqKBTkOLuF6m3HUaZ6dUxeE3GS78R/H1E1+GXBlD/ONeO4mxQi6LCnUZdYuqUfiElpH//7AYtr1s0XxqSoIoMl6PAD86cY+xojqgZZErDi0kmd5lCSYOSBsIecMom+gCM2iXnklQ9j92WCc6WOLs8UBWDhrHHoCEdx5GQIQwMyrpo5FlfMGAuPJOCRV/Zhbvlox/78T3sa8P2vlznKIbsaB3Ql6c/zSSn34zdt3IlnrjsXP37hPdO5nvnHQfzn18/EdZ8fH38GMSyedRqu+/x4lOR58b3N7+DJqnJsWlZhhKBa9/ePjfwmp1dXJsT+n+Gv//FFALE9zG0h1QhFoU/sXth1yOjf9zW0GQYzerndckEp7p5ThjNPyYPfI5n6OTeybVwQUTUHl2nqM7IFp/v94at7Jz0eFJM9SWAozvPgZEjBacM697bpA9R3Pz2BTcsqwGEvV4iqHJVPvAUAuKJ8NFbNn4KwEntA67H29O/WVM0AYwLqjndYjj23tAJ+j2RcQ3fcdHLe1PewzS0f4yi9KMr1QmAMNVUzkOMRjX0GjW1hNLSGkeuVbGUMigbsOXzS2JPwf3d8Cbdv2Y0H5k9BfXMsjo5uSz/EL6M4z2M5x91zygwZpu5K9tzSCkPWsXZRORrbwqa6SMwvYwx7j7SZ4hD9aU8D9hxuxYpLJ5mut+LFPVhx6SRMGjXE8UEvy2JWxZqRJMEp3porKgeuf6rW0mY2L58VO7fAsKm2Hg/8ZZ/p+OXlowEAxzqi+N3b9ab9GFt2/AvXnDceIz0SRIHh3U9P4IwR+cYD6d1PTxi/lwSGe+ZMtMQD0uUzIrOX14gsNZmpxoEtO+owb/qpAGPgnGPLjjosnj3O+L2dTDNRpmq3J0+XWLpdH4jtt7WTon47LkVVOfDq+0dsyxAANA24+dldlmsMNmc1mrwRAwHnwBC/hB994yyo8YmA3T0vMIZD8f5a71trqmbgji27jZW9FZdOcu3PnSSUjMWeVUMDHmy5YRaa2iNGvzy60A9RsJf0CwLDoeaQ6fvJ/TgAU18uxsdCyee6sGy48Vlnf/4uaqpm4AeXnImOiIbG1rDxUhYALiwb3qUkVM/bosffxN1zyuARBVNfr6+c6uOImqoZtrECPz0R286ix+XrLtk0LnDr14jMx2lsJPQyvsagmOzl+QTccuEZePHteowbloNDzSHjTfpXzz4FX5k0HD/53Xv43kVnYM3CaSZb4jULp0HVYvLP2eOLUDlrrCnkQmIIgjULp2HVyx8YlsWJNsj6G7xjbWHUVE3HkvU7UP3afqyaNxk1rx+wrACsWTgNJ0OxTuOVPUctOu01leUYliuDAQhFRXx389umNOX7Zfzw1//EqvmTLb9dNW8ybn1uFxrbwoY9ssZjg9+hAQ9+f+vnoajctD+hurIcP5xThl+88hG2fdxk5A2IPbRPyfdh1bzJeOSVfcY+Jj1/iXuaHpg/BU/8v49x79zJCCsqxgz1WyaXLcEoJpySi5qqGXj4lX1GeIfh+b4u5RuaxtHUHrFd6co2NI1j79FWLH26MwRHomU1d9i8r7uQ5XgEPFk13XQvjCr0GTJOxji+MGG4xdabsdjvZZHh5gtKLXsH5PiyVZ7fIXSCXz8/bK269edZgV+wXVks8HfKUL9xzmhT+qoTZKh5/tg9nxxaQr++Xxbx/a9PtIRF0MMe+OIy1+Tf+zydUgq3PHhEhkumjLJYKHviZeRksEBunATR/+T7BRw5GUX98ZgJmMCY5ZmzprIcz/zjANb+3ydG3+n3iFj18gf4j69OMPr38cUBNJwMG/1bcn9eXVmODw632Pbj+vgk+Vmrh0kAuO3vfvq790xjjeR+fMsNsxBVNQiMWdLi1JcDnf356qTxTM2SGXjk6qm4JT7h21pbZxkvPXjFFPz3Hz4w0tQRjsUOHDnEB3+SAknv888oycVfvvdF+GSGDdfNxP/84X1Lvroj3Uwmm8YFBQ79mt4vEpkPc1AE9TaWIstUC1o7pk+fznfs2GH5XI9Iv/H6c43Nw4kTn9GFfvzbfa9hdKEfjy6YioBXhiyyWODo1/ZjX0Mbbr2wFGcMz7WNbP/c0pi84b4/vm8xcklc/Vp5+dm461fvYvXCaQhHNWg8Jr3wyQJyvRLqEwbeQwMxg5RQVEMoquG5tw5a3uZcPXMsxhcHsPDxNy1p0q/13NIKrHjxPSyedRrGDM3Bx43tlhXH9Utmwi8z/Cu+909fpUs+54pLJ2FYnhcCgB/+5p+mczy/rAK3PBuTbE4dU4BbLyzF2KIcyCLDoZYQGGLGMGOGxgwofvb7Pbjra2fiYFMHnnvroGVjum5uc8sFpRiW50X98SBOLwlgaMD+zZ7b5MeGAX/aO7XXVGhoDeHy1dssdfSrm2ajJM+HxtYwLlv9uuW4/na0uT2EQ0mxpKoryzGqwIvCgM+4Z+xWnUYV5vTJ8Z/87j1Lm/7xN87CqMIcNJwI4lhHBEdPhI17YvgQL4bleFAyxI/DLUHMX/sPy/l/uXwWRhT4Xa//aUsQV9j8fvPyWRhZ4MfRE0F0RBVIgmisTCqaihxZwvAhsdVWtzz0toxsyOg268RgXNn7ZOUlA52Ez4q0bbNHTwTxcVL8ukcXTI05cisavJKAp7fFJno6et9a+cRbJkWL3t/WVE2HTxYRiqqW/rwo14uf2jwv7rj4TOMFcuJ1aqpmYNXLH+DuOWcZffiIAj84h+1Yo6ZqBgJe0WTWVlM1w7Sapn9X78uLAjLu+e17lnNtXlaBe35n/Tw2geQ4ejKEUFTFsDwPDreETS8MfbKI9w+3YmttHeaWj8HW2jp860ulON4eMdJiZ4anT+xuvqAUhTkyQtGYLL8wx4NT8n09mqBl27jg0+YOXGHTZ2xeVoGRWbJ6Odg5eiKIIydDON4eNT0/Tsn3GWOPJFJqs4NiZU+3mRcYszVdeG5pBdYuKkeBX0a+T8b3Nr+DH1xyJpraI4ZEa8n67fjb7efbvokHOEQGXPf58UZcGX01r8AvG5NK/fs3bTQHW6+pmoFbnnvbcgM/t7QCAIfGYavTvu7z49HYGrZN08iCWEfUEt8jOLd8DBpbw1iyfrvlu01tYYhCZ9k47R3I8Yi48ZlaPLe0wpBn6qsVAosZ3Oh5X7J+O/562xdx9TrrRPT++VPwrS+VYtNbB3H+xOH4wSVlpglrfXMQj/51H27/6kScCEahahy/3FGH2y46A42tYds3dE3tEeOBrp9j6dM7eiz9SHdigwlrHelx9HQDl+ROTn872hHRbOMXbVpWgcKAc2gGPZ6PkwxSP+4W2qEk12v7hlLfOB/ROB7684eYWz4GORARUTU89OcPjdAPTnv69D11btd325OnaBz/84cPbCdyOj5ZwC0XlFqUAL64yYtbGQkOK4MZ+tKZ6AbdneAOosnhZ0ZUs8a5/Nazu/D8sgrctvkdPHjVOcZEL1F5UpLnNQKoFwU8pr59yfodqKmagSU2IVc2Xn+ubT9+19fOtH0WiQLD3PIxpj78miffwgPzp9iGKDreHsGJoHmM47SfX+/Ln752Jq6ZPQ57DreaVucEgdmOZ8LxsDDzqv+BtYvKcZfNVoGVl5+NFS/uMQVVX/nS+1hy3jhjJdDJDGfVvMloaotgSHxv+FOvf4Jvf7kUgsB6tEKXbeOCqMYxe3yRZZ94b235ifRB5RzfstnesXl577Z3DIrJnq7Fd7RC5xxba+sM6cCqeZMRVTWUJDwM9P06yRr1i8pKcCKomFZIdFlEY1sYJXkxJ0tV4xhZ4MfaReWofm0/TgSjWHHpJJw6NMdxY3hU1XD4RAgRpVPrr3c6RQEPhvhlHD0ZstXN72toM3Twowv9KPDLXcYKSpzgOe05aAlGjfKqqZoBRePwyyL++w97LNLVxrYwVA7bfI0Y4oNfFvCFCcNx+5bdeOTqqRZ5xzWzx5lkLWsqy9EaVlBV0/nZ2kXlGBbwQBAEaA7xEFONx5NpONluiwl9nzfJ/MOb4ObkNplz2hugGxJ5HEITeBJCI3S1581t47zIYFntvXduZ9B2JztyvfPvbegJ5nD9xLFFWNFQnOcx9gDHYmbCCH7qk0X78BGGOQDDU9sOmCaDT207gJ98c5JjvRME0Td0FaD6nm+WGc8IPfSR3SpUcZ4Xdcc7TH27RxIcJ292/bjkEILFrg+vbw522T8nv6h168tFgSHfJ6GmagZCioaAR4SqaZgXjz2c3KcLjOGjhjZTepLzOWZoDp5bWgFRAH78jbMgxJ+lt2/ZjeJcL1ZcOgnjigOW3xbnepHrlXD7FvPLs4BX7HKFDoDjJDCi2L8UzdRxQY4nFqYjeWtAcixiInNRVPsJvdJLx9VBIfTVbeZbOjrDLOiMLvSjuT2CueVjAHSu9jHGjLdL+mRD5dxidfyDS8osKyS6XfO9cydjzWv7oXHgrl+9iwse+BtWvLgHd1w8AYrKkeeToHINR+ITtuR0eSUBd27djYdf2Yd7507GRWUl+I+vTsCKF/dgXvU/sGT9duT5JKxdZA13oIdFGFuUg3WLp6MjomJrbZ3F5nj1wmmxYNHxzeMAUP3afkc75NGFsY2id8QtoSufeNN4y5iY9zULp8EjMdt8iQJDVOVG59nQGja+N3VMAe6bNxleScDdc8owdUwB6puDuPGZWtQdD5rKefmGWrxdfwKXrX4dx9ojuKisxHKtVOPxZBp+jzWkhr6fBIh1fouffAtL1m/HlY+9gSXrt2Pxk2+hqT0CoHOyk4heNwBQHPDglgvPMIUmuOXCM1AcXxl0C42Q57cPzZCXsLdA3zg/tiiAUYU5Joc0jcP2za9+fj3GXXL+9Vg0Pjm2J7GmagY2LatATdUMPFk13Vh1kxx+r0/2uMv19Ws0tEZw1WNv4IurXsNVj72BhtaIEb4BsC8jHY/MsOS8caYyXnLeOHhkWtojiP7G6xBeprk9guPtUbSFoqiuLHcMffT9r5fhyImQpW93Ou/x9ohtP/5fL75nGVc49eGjC/22/fMD86dY+nEAxr55p75cEhhu3LgTd2zZjZPBKA42dZhWJRP79NULp+F4exgPx/fl24WyGl0Yk5mGoio6Iio0bn6W66qfA43tpj5/7aJyrJo/BcfaIiiOqzvqm4O4ceNOdEQ0xxW6Y+1h7D3aistWv47z7v0rLlv9OvYebe2MZSqJtmnM1HFBRNFsQy/oLxiJzCdxQn/BA3/DkvXbUTlrbK8n9Gm9sscYuxjAzwGIAB7nnK/syXnyvB4My9UggGHtonIs39C5CvfQlefgJ7/bg7u+NtH4fn1zECV5XnhlAa/c9kUcbgnikVc+xN1zypDjEbF+yUyILBa/z8kIY3xxAD/7/R7H2Dmbl1XgUEsI97+8NyZvSDKDWFtZjo64VK++OYj7X96L/71yChY98ZbpXN96dhceX1xuCosgCQJ+fvVU+GXRkO0Nz/eiOO8MPBzPR1HAg6EBDwQBKM7zQEwIEL2rrgVPbTsQt3TW8MmxDuPNnm7CceuFpWgNKY55D0YVvPHRMeuG94XT0B6OxgOqxn6rd176hvTkjer6Jvjkxl7f3Ck5Xb6hFs9ef65JjtKbTd3pToHfg+H5PtPK3fB8Hwr8sfy6vdF0MhfRV65aworRHvXf3vhMbWxPoEeC6rCSqq8MtoU01B44ZgrN8OqewygKjEC+zz1/Xb11BwCNc/g9oin/fk9sfx0QW3U7GVRMNt8PXXkOcr2xR15E1bq0N3a8fsIe52DEPnzDpmUVQAAIOdRBKN4xhyL2afjFgqlAwL2MCILoHcn9U+J4wCOJKMmRkOeTHJ8FuomC/tntW3bj2aXn2vbnP/zNPwHA0o/rL0s3XDcTDSfDXfbhayvLsfyZWtz/8t6YMqgoB42tYeMllh5XV3/J1NgW20+3eXnMV8CuL19TWY5jrWHcudWqstHzpffp/7n1Peyqa8F9f9yLRxdOtZTf6oXTsPqvH6ElGMHNF5Siqma77TkffmUfqivL8fArH9oqKBKN7aKq5jjOCkW1LmWabtsZMg0nxUlvzTuI9CGsdDGu6AVpO9ljjIkAHgXwFQD1ALYzxn7LOd/T3XNJkoDigA+HTgRxMi6f1MMU/Oz376OxLWzYBQOxNz8NrWEMz/Pimiffwt1zyvCnPQ248fzP4ae/22No96OqhnHDArYyCQC4/asTHSUdQUVDYUA2NPxTxxQYg75RhX74PQJ21500zr2rrgUNJ+33550IKiabVgB4/c4vmTTpQwNeKCrH1TNjbwia2iNG3vUB+Xeef9s08Kw73oHXPjiKedNPxQNXTDGs47905ikYMzT2Bs9WSigw/OfWf+KG8083Jpf6OR95dR+unjkWkQQb6l11Lbj/5b1YNX+KaaO6/lZR3wTfETFLL3Q5iv5dUWCOceeyDUFgOK0ogDyfbJtf/Y1mct3obzQ5h62EUN+T5rYnUHCQkerFHVU57nnxA9zz4gemc1xw5ikp568rmabGgdV//ci0p2/1Xz8y0s858J1Nb5va0nc2vW08MAUXe2PH6yf0qm77At2ktswhDYx6boLod8KKhtaQ/XigI6KioTUcl2bb38deh779cEsIK1/6wHi2luR7ceRECI1tsf7brh//054GXPf58bjysTeMz+z68AK/B5uWVeDwiVjIhf/Y/I4RouG5pRXQbPrxe367B/97xRQ8/9ZBS1++aPY4PPLKh0Ys31yv1GWfrpuyNbaF0R5WLf37L17dZ6ik9AGrrtxJPGdjWxh5Pgk/nHOW4disl19iOAZ99dGpPxOZ/VYR/aWmWzzaTMNJcTLYwvVkM27jip6SzjLOmQA+4px/zDmPAHgewKU9PZkkCfDLImpePwCPJOC2X76D5RtqYyETKsuxtbYOQKeEoigg48jJkLF6NLrQj5aOKHbVtWD5hlpc+dgbuOtX70IUGNYtnm6RSXzn+bexZP12yA5yucMtQexPkDLo573tl+/AK4ko9HsxZqjfJMFwkk3YTYLsZApRVTNkfcs31BpvzprawlA0bgw89eM1rx/A1yePMi0nf+Oc0fDLAuqOxwJc28k9OefG5vU/7WkwnfNPexqQ4xEtUpTGtjBEwf7BXRTwYM3CaRgz1G8rR0nMc3GeF6MKc1Cc583YB3qqCAJzzK/+RjOxvBLfaHolATdfUGqSEN58Qamxr0+fqCRinqjAtu71eYpftpfP+FIMZutxkFl6EmSadjLTRHOUrlbmBIf060XoEQX764udj0wnKawuBXWT2ooOaRCzu9kSRFqgjwdyPKJpPLBq3uSYe2ZAxqctsWfGowumWe7T4+3220JaglFTfy4yhprXDxj3ur6Pzu53iX/b9eH6M35e9T+MPhyIPduOOfTjjW1hHGuLGKF09L78CxOGQ2DAkvPGoe54bJUoFFUdn4uJpmz3zp2MtrBi278X+GXTfj472enqhdPw6Ksfobk9Yvuc1sdcq+N79pz6M7/HXabZVT+ZaWgOK5xaFrnqD3bcxhU9Pm+vft2/jAJQl/B3PYBze3PCYblefPfLE/DgX/YaUsbiPC/++v4RLJ51Gu64eCJExnCsLQKfLOK+P+41JlNrF5VDSViNMvYISbE3R7+6cTbaIyo+OdZuyCTWVMYMRJJlBLp8obE1YolDpw/IBYFhaMCD5vYoNlw7EyrnaA1F8eAVU0yxwdYtnm7sEXCTKTi9HWtoDeOP735qkZ5860ulCHhFPL+sAieDUdQ1B/HX94/iq2efglyFI9cr4ed/+dCyOvSjb5yFLTfMwpD4Azv5eh0R1VjN0+theL7P0WxmeL4PAMeIfL/xhk7VOP7r93uMt5qZLM3oD9zeaA7xyWiPqli/ZCYEFlspkyWGIb7YPlV9opJsLqJPVNxWBoflerFu0XQs3ZAgn1k0HcNyU3NAEwSGYbkek0xzWG5n+sMKt5eJThoJwNnARTRW7gTb9K/497MBAIV+GcV5XtP1i/O8KIzv4wWAAr9oG4uvwC/Gj3cttXVKw88um9yDGicIojskjgdWXn42RgzxwyMJEAXgUHMIQwOxyeDiWafh/z5swMbrz0VjaxhN7RE8te0Abr94ItYtKsfSDeZtCo+8ug9A54Rk5BA/7vnmJDR3RFBTNQOqpuHRBdMscWwffuVD0++c+rPu9uMPzJ8CABhblINNyypwrC2CIydjW0hKS3Jx/RfG4USHgjULp+FYWwTPvXXQ9rm+8fpzoWocB5tiUtBbLyy1TUdiUPVE5c6KSydhfHEAUZXjsb/tx7aPm3DzBZ+zPcfIglhIKK/EkO/zOPZnALJKpumGJNib+UhCOq/bEN0h4LWP8Rvw9q6O0zbOHmNsPoCvcs6vj/+9CMBMzvktSd9bBmAZAJx66qnlBw8e7PK8ifa9siTAIzIcag5heZLu/Jl/HMS2j5uwtrIcIwp8yPfK+FdzBw42dRgDt7FFOTitKGAMQKNRFQ3xt2uJ7oLJlsGFfhnNwSgiSmyfkaJxRBXNMiC3c6B6+tqZyPVJpu8Dzm5UyXlPPp++V+67X5mAzw0LoLE9AkXVwBhDeziKlqCC8cNy0NgaMcpo+b+dhkWzx8EvCzh8ImwJQjssV8YHh9swLNcDDpiCwT4wfwp8smBYy44ujO2T4BwYWeBDSzBq2lOpl3+B35ynPgiUOiCv97rbXvsTp/YKxMr3k6Z2x/Yejar4oKHN8kCaWJJrOkdP6ygUUnC0I4yowk2T0eE5Xvh8EqJRFXsb2ixxAifEr++WPk3j2HvkpGmgtm5ROSacku96P+toGkdrOIy2kGZ8J9cnIM/rNd3DTmWQKTGg+rvNDsY4e90lg0MvpHWb1TSOY+1hdIRVHDgWi0Hb2BbGowum4Q+7D2HOlFEAgGNtEXyuJABREOJ76mLPA1EUjPubMQaPyBBROTjnpvs9+V6/qKwEP7ykDGJcopg4JnB7VvakHz98IozPlQSQ4xVxpCVsGu9sXHouBDCIQkzR0dgWsfTpZwwL4ERYwclQFHUJQej9HtH03VXzJuO+P+5FcZ4HN19Qaur7V82bjF/vPISvnT0C44bF0jLU78G+xjZTXhJdtlPpM/o4aHpat9dQSMH+4+3mMdKicpw+NACfL53XbohUURQNje0hKCqMGL+SCBQHfJAk2wlfSm02nSd7swDcwzn/avzv/wQAzvn/OP2mpwF/kyeAksAQjNgPzvrwodLttPXFNRPPxxiDyGB5qNpdEwCOtYcRimqQ4uY0UVVDjldAR1gzDYgTO8DEyax+PcYYFFWDwjlkQYCQkAYgtYlrHzDgWo7+CFDdl7i1PbfJUG8JhRQ0BSPG+Yv8HlOH5nb9VCZrvW1rvT1HN3+flW2WJnvu0GSv56TSZu36RRbfr2c3FugJfdmX97QfT45XZzdBHeIVY5NFh5eATi+uE8dOyedNt3FVF6R9e3XrF4nMR1G02NhF1SCJAkpyvU4TPSALgqpvB1DKGBsH4BCAqwAs6I8L6ZpuEzZueLbf62f6+pqpnM/pOyV59jaKhTnWz3qT5kwMdpqNuLUVPXRCf+HzSRjVRSfmdn23431xb/X2HAPxTOlvaPJGZBpd3od95Izbl/d6b/rxVH47ymP/3LX7bSpjp66OZeMzsD9x6xeJzEeSBIws8Lt/sTvn7NOz9SGcc4UxdjOAlxELvfAk5/y9AU4WQRAEQRAEQRBERpC2kz0A4Jz/AcAfBjodBEEQBDFQdHe1NINlnwRBEEQfQxY+BEEQBEEQBEEQWUhar+wRBEEQBNE9aCWQIAiC0KHJHkEQBEEMYmhySBAEkb2kbeiFnsAYawTQH4HLhgE41g/n7WsyIZ3pksZjnPOLBzIBCe01XcrECUpf7+mLNKZTm3UiE+qiP6B825OObTad64rS1jP6Km3p2F6dSOf66A8GW36B1PKcUpvNqslef8EY28E5nz7Q6XAjE9KZCWn8rEn3MqH09Z5MSGNfMFjymQzlO3NI5zRT2npGOqetvxhseR5s+QX6Ns9k0EIQBEEQBEEQBJGF0GSPIAiCIAiCIAgiC6HJXmo8NtAJSJFMSGcmpPGzJt3LhNLXezIhjX3BYMlnMpTvzCGd00xp6xnpnLb+YrDlebDlF+jDPNOePYIgCIIgCIIgiCyEVvYIgiAIgiAIgiCyEJrsEQRBEARBEARBZCE02SMIgiAIgiAIgshCaLJHEARBEARBEASRhdBkjyAIgiAIgiAIIguhyR5BEARBEARBEEQWQpM9giAIgiAIgiCILIQmewRBEARBEARBEFkITfYIgiAIgiAIgiCyEJrsEQRBEARBEARBZCE02SMIgiAIgiAIgshCaLJHEARBEARBEASRhdBkjyAIgiAIgiAIIguhyR5BEARBEARBEEQWQpM9giAIgiAIgiCILCSrJnsXX3wxB0D/6F8q/wYcaq/0r5v/Bhxqs/Svm/8GHGqz9K8b/wYcaq/0r5v/UiKrJnvHjh0b6CQQRMpQeyUyDWqzRKZBbZbIJKi9Ev1BVk32CIIgCIIgCIIgiBg02SMIgiAIgiAIgshCaLJHEARBEARBEASRhdBkjyAIgiAIgiAIIguhyR5BEARBEARBEEQWIg10AgiirwiFFDQFI1A0DklgKPJ74PNlbxPXNI6m9ggiigqPJKIo4IEgsJR/H42qaGgLG+VVkuuFLIspn9/tuKJoaGgLI6pqkEUBJbleSFLq75fc6rO39e2W/lTOH4koaGzv/E5xwAOPR0r5GtlMV3lPbHs+SQBjDFFVg0cSUeCT0NgesbQbu/YkCAwtwQiCERUq5/DJIoYFYp87XT/xPP6ar2ZAAAAgAElEQVR4e4+qGgr8AlqCmm19O53L6R5y+n5v2kM6tKV0SEN/cNpdv+/W9z9ZeUk/pYQgumawjXMGI/1Rx2nRQhhj3wVwPWIxI94FsATACADPAxgKYCeARZzzyIAlkkhrQiEF+5raceMztahvDmJ0oR9rKstRWhTIygehpnHsPdqKpU/vMPK7bvF0TBiel9LgKxpV8UFDm6W8JpbkGoPVrs7vdlxRNHxwtBU3JJy/urIcE4fnpTThc6vP3ta3W/pTOX8komBvo/U7E4oD8HikXtdRJtNV3lVVM9peca4Xd1w8Abdv2Y365iAuKivBLReeYSrT6spynFEcwIeN7Zb2VJQr45NjHcbv9euUFudiX2Ob5fqfGxbA3oY23JB07SevKcfxDtjWt8cj2ubl9KIcx/rf39Rh+b5TmlJpD+nQltIhDQQxmBls45zBSH/V8YDLOBljowDcCmA653wSABHAVQDuBfAg57wUQDOA6wYulUS60xSMGDcHANQ3B3HjM7VoCmbn+4Gm9ogx6AJi+V369A40taeW34a2sG15NbSFUzq/2/GGtrAxMNeP35Bwftf8udRnb+vbNX8pnL+x3f47jSmWUTbTVd4T294N559uTNQAYG75GEuZ3hAvU7v2pKgw/V6/TkNb2Pb6ie0y8doBr+xY30556ar+na7d0/aQDm0pHdJAEIOZwTbOGYz0Vx0P+GQvjgTAzxiTAOQAOAzgAgBb4sefAvDvA5Q2IgNQNG7cHDr1zUEoGh+gFPUvEUW1zW9EUVP6vVt5uZ3f7XhU1ezPr2p9kr7e1rdb+lM5f2/LMJvpKu+J5Vbgl03fS/5b/51TWavcoQ6c2p/DtbuqS6e8dPWb7qQplfaQDm0pHdJAEIOZwTbOGYz0Vx0P+GSPc34IwP0A/oXYJO8EgFoALZxzJf61egCjBiaFRCYgCQyjC/2mz0YX+iFlqbzII4m2+fVIosMvzLiVl9v53Y7LomB/fjG1R45b+npb327pT+X8vS3DbKarvCeWW0swavpe8t/675zKWmQOdeDU/hyu3VVdOuWlq990J02ptId0aEvpkAaCGMwMtnHOYKS/6njAJ3uMsUIAlwIYB2AkgACAr9l81XZayxhbxhjbwRjb0djY2H8JJdKaIr8HayrLjZtE1zkX+T0DnDIzfdVeiwIerFs83ZTfdYunoyiQWn5Lcr225VWS603p/G7HS3K9qE46f3XC+V3z51Kfva1v1/ylcP7igP13ilMso0yhJ222q7wntr3q1/Zj1bzJxve21tZZyrQ6XqZ27UkSYfq9fp2SXK/t9RPbZeK128NRx/p2yktX9e907Z62h3RoS+mQhlShcQGRSaTaXjNlnEP0nP6qY8b5wC7/MsbmA7iYc35d/O/FAGYBmA/gFM65whibBeAezvlXuzrX9OnT+Y4dO/o9zUT6kOiGNywgOrrp2TDgr8J6214zxY1TUTVIg9SN062Mu0lGtdneunEmtxu79mR24wR8spCyG6eiavCRG2e36EEaMqLNkhsnESft2yu5cWY/3azjlNpsOrSQfwGoYIzlAAgCuBDADgB/BTAPMUfOawC8MGApJNISN0fJbEcQGIrzUlsps0OWRYwqzOnx+d2OS5KAkQV+x+Nu+HwSRjk84DSN40Cz1fGwO86Abunv6vo6Ho+EUR777yiKZjg/JjpIpupImul0Vb5ubc+u3Ti1p6EBb0wPkuL17c7j9ixxOpdTPpy+35t7trf3e1+QDmkgiMFKNKraOjUOljHPYCGVsUd3GfARB+f8TcSMWHYiFnZBAPAYgDsBfI8x9hGAIgBPDFgiibTEzVGSyF4ywRmwt46kxGcHPUsIgkh36DlF9JR0WNkD5/zHAH6c9PHHAGYOQHKIDEDTODiAB+ZPQUswiurX9mNXXQs5U2URXUnGMsEZsLeOpJlIOkgNewK53BEEke4oGkdxrhd3zylDgV82xj70nCLcSIvJHkF0B7vgvvfOnYz7X96LxrYwOVNlAW4BnHVnwMQBero5A+qOpMlpTNWRNNPI5KDbugOapa7SPN0EQQwefJKAOy6eYMQHHV3ox6p5k+EbBNsCiN5BLYTIOOwkfHdu3Y1bLyw1OUoSmYubTDMTnAF760iaaWSCtNYJN3dagiCIgYYxZkz0gNgz9vYtu8EYvZQiuoZW9oiMQtM4glHFVnJ1enEAI/J9tFE5C3CTaQoCw4Thefj1TeelrTuhJAmYODwPm5fP6rEjaSaRCdJaJ2RZxITiADYtqzA5q9KzhCCIdMFpa0A0i7cGEH0DTfaIjEGXiR05EbKVXPk9Eg3OsoRUZJoD7QyYimyxt46kmUQmSGud0DSO/U29c3clCILoT2TJfmuAnKUvEIm+g1oIkTHoMrGHX9mHe+daAymnk4SP6B2ZINPMZNlif5AJdeYE1SVBEOmOJDCsmmce+6yaN5n2FhOu0MoekTGomma4UEVVDavmTYbAYsYKI4b46Q18FiEIDJ8bZpbV6UG0PyvcnCUzWbbYHyRKazVNg8oBzmNlmE6unHb12tO6zFT3UYIgMo9gRMWvdx5CTdUMiAKDqnGs+/vH+PaXS21jjRKEDk32iIwgGlVxrC2CFS/uMTlw1rz+MX522WQaYGUZAx2QPBWJZibLFvsLQWAoCnjS1pXTqV6Lcj3drstMdh8lCCLz8MkCLps2CkvWbze7ccok0iO6hloIkRHYBai+c+tu/OCSsoyQiRHdY6ADkqci68tk2WJ/ks6SSKe0SQLrdl2mcz4Jgsg+wgq3deMMKxRnj+gaWtkj0p5QSHEMeswAeovugKJoaGgLI6pqkG2cINNZghZVNfvgsQmuY27p703+UpH1CQJDaXGuxW0zXcpwoEil7JLrptAv43gwglBUhcgYfLKAcFSDwjl8sohhAS80jXfZnt3QNI6IomLNwmnwySLawgoaWsOofm0/ghG12+6u/SHjTed7kiCIgYXcOAcH/dEP0GSPSGtCIQX7mtpxrDVsK7MSaSBki6Jo+OBoq6MMMt0laH6PaB881hOT1bmlv7f5S8X1TNM49jW2pW0ZDhRu8la7uqmuLMfDr3yIP+1pwEVlJbj5glLctHFnZ7kumg5ZYqiq2W7bnt3Qr/ngn/fimtnjcGPCuVfNmwy/R+y2u2tfy3jT/Z4kCGJg8Tj0Sx5y48wa+qsfoBZCpC2hkIKmYAQ3PlNr68BJQY+dcZNB9oUETdM4GlvDONTcgcbWMDSt76QkimovV1FUnlL6e5s/SWB48Ioppvb24BVTTK5nJOOzpyt5q6ZxHDkZspTbDc/UYm75GADA3PIxxkRPP750ww7UHQ/2WNar19Xc8jG4c6tNu+pB2y0KePD0tTNRUzUDm5ZVoKZqBp6+diaKAh4oioZPW4I42NSOT1uCUBT3N+/UngiC6AoBsHXjpIF89tDUHsFvdtahpmoGXr3ti6ipmoHf7KzrdT9AK3tEWqKv6AU8IuqbY4O8+1/ea8j6RhX6MTzXS3H1HHCSe+gyyN5K0Pp7FUJxSr+WWvp7m7+ookGWBKy4dBJyPCI6IipkSUA0YdBObpz2OAW8B4C9R1vRHlZsy63ALwMACvyy7fEcj2j5TElRvqTXldO5oylMxuwIKxrufuGfpntAVXtmLkTtiSCIrggpGu77417T9ob7/rgXD111zkAnjegjGDgumWI24Vm9cBoYevcynV4IEGmJvqKnatx4i7WrrgXLN9Titl++AwbQRK8LZFEwyk1ndKEfkhi75XUJWvLxVCVo/b0KIQrMNn0iMzthJh/X09/b/KkcuPnZXViyfjuufOwNLFm/HTc/uwtqwvO2t9fIZnRJ5KjCHBTnxfYx6m2mqT1iW24twSgAoCUYtT3eEVEtn6Uq49bryuncPakzp3ugp+ZC1J4IgugKSWBobAtj+YZaXPnYG1i+oRaNbWGKs5dFhBXNomy5aeNOhHv4QlKHVvaItEQWGWqqZkASGZ5fVoEN2w5g7f99Ysg3i/yD2/HQjZJcL6oryy2rC7rstSjgwbpF07F0Q8LK3KLUnST7exWCMeDxa8ohCSIEBmgcUDQV8bkeigIePLf0XIQVbhz3SsxIvy6xO9jUYazMjS3KSTl/nNsbAnHeOdvT5YoWG/9B7Mapbyxn4AgrmhEj0SsJCEZVFOd6ke+TsGbhNNO+OX3PHgBsra3D6oXTTHv21laWw+8RUFM1w6jPU4Z4keoYR6+rB/+8F/fOnWxIOZMlpt3ZFB9RVHsTIQczKbdVSGpPBEF0hU8WsHHpuYgm9HuyxCj0Qhbh1H+ovdwmQ5M9Iu0IhRQcbY2t7OmDnjWV5aj6/DhoGlDk98Dno6bbFYLAkOMRTTLEnLgJBQCoqgZJYqbjksSgqhoEwX0lIRUDk97gEQVEFY7rN77V2QYWToMnvjKpaRwngoplMjsinxt5tJPYpXz9FMw3nOSKg9VMQ5f2/mZnHS6ZMso0WVu9cBp8smCY7hTnerHi0kkYW5QDvyyiONeL/7rsbPxwjgaRxQY1m5fPQljR8MmxdgzJkdDSoZjqs7qyHDme1NqbXlc/u2wyNE3D5uWzwDm3SEy7I0t2MhHSV9WT246+qu6WRmpPBEHY4ZWAT08olrFRUQ6t/mcLPe0/3KDXAUTaoUs4E5exY5JOmuilSlN7BIuffMskQ1z85FuGzLKhLYwlNdtNx5fUbE/Z8EISmO1G8b6Sk4QVzVj5AeJtIEHK0N8GNKnG0LOTKw5W9DKfN/1UWxmKX5aMidGuuhajTYoigyQJKMnz4dShORhVmIOiXB9kUcCiJ97EkvXbATDb+m4Lpy5t0etq+BA/Rhb4bSWm3WkvimZvIuSVGKory01tpzpFMylqTwRBOHEiqNmOjU4EKfRCtqCrsnrSf3QFjZqJtCIUUsABPDB/iiGL2lXXYixj00Svk2hURUNb2JDKlSQY1rjJLBWNO0rQdLqStQUjKn698xBqqmZAFBhUjWPd3z/Gt79cCgR6nzdHKVw8fW5x+JwkdqnKTAWB4fSiHGxaVmGUb7HNKkt/xvrLNDRNw91zyiBLAu6eU2bcu0CnBFav06ljCnDD+aejwC8jqmjQtM4V2cT4kHodql1IWxpbw4goKhhjEBnABAZJYAhGOj8TBMEoe7s6cbtf7H4TVezbYCiqYeLwPEv8RT3kyWBpDwRB9C2p9NtEZiNJAkqHBUxjj2E5nm7FlLU9bx+ljyB6je7AmShRuHfuZNz/8l7ahJxENKrig4Y2i5xjYkkuZFl0lSH6JME+jp3UKZPsStbm94i4bJrZMUqPV9YXSHGDFouUId4G/LJDHL74ZNdJYpdq+qJRFXsb2x3LN5UyGkxx0zSN41h7BCte3GO5d3fVtWB0oR8cwEVlJWhsjeA/vjrBsm9uwvA8aBo34kOumjfZqMPnl1XYtgcO4LLVr5uu+dS2A1hy3jjc98fYc0P/7LtfmYDS4lzb2IhFuR7H+8WpHkcM8Tq2MUkSMLLAbymjwdIeCILoe9z6bSLziUZVfHis67FHT6AWQqQNdvLNO7fuxq0XlpIpSxINbWFbOYcuY3STITLGbCVoLO6A4iZrc5Kw9dUbRq8kYPXCaab0r144Dd54p6Y6XF/fxNzb9LmVL9D/sf4yiab2CJZvsN67N5x/ujEJ+9nv9+Cur52JWy8stcS608slUZ6bWMdRVcUaG2nLz36/x3LNueVjcPuW2LUTP9OdMu3qRBKY4/3iVI8dEa1bbWwwtQeCIPoelcO+36OFvawhlbFHT6CVPSItCIUUR+ne6cUBlAS8JOFMwE3m6Gb24CSDjKYYhy+q2MfBS4xX1hvJWntExQefnsDzyyqgahyiwLBtXyOG+GUMAxBxiMMXiae/t+lzK99UyigVx9JskfU55XXCKXnYcO1MHDkZQmNrBO0RFeOLA47lopf71DEFGFXgN+TcbSEV7eGoSdoCcPxpT4PlPCV5XtQ3d8btq28OYtLIfDx05TmIqhoeuvIcFOd5oWrckB8HIypKi3OxefksRFUNclx6KQjMMW9OsSCdYvZRHD2CIHqDU/zcaIrxRon0J5WxR0+g0TMx4OjyzWOtYVsplSgwmugl4SZzBDrNHuxIdEY0yyDNcficZKBux3srWcvziZg4cgiueuwN4/erF05Dni92fifHKjnuWOXmFuqWvlTK1+0abmnMJlmfU3s40NiOJeu3G+2rwC/ho4Z2x3JhjOOishJcM3scFj3Z6cRaUzUdgIwrE9pDdWU5LiorMU34Rhf6McQv46KyEiNu30VlJWhqj+A7m942tXVd5rl64TTk+kRbeeeE4XmOeZMc6tcpLl5/O9gSBJHduPUpROaTytijJ1ALIQYcXb758Cv7cO9cs8MjyTftKcn1WmRta7rh2BSO2kvQwtHYG0I3Gajb8VQka1rcXONQcwcaW8PQEt5cBSP2gUWDkVj6JNHBDVSMPRDd3ELd0leS68X6JTNQUzUDm5ZVoKZqBtYvmWEqX0lgeHTBVNN3Hl0w1fRQtkuDTlN7BL/ZWYeaqhl49bYvoqZqBn6zsy4jZX127WHVvMl4+JV9ADrbV1TleOndw5b7/MErpgCIlfsPLimzyDzrm0MWd9YbnqnFDy4pM53n3rmTsfKl93HX187EK3uOoqZqBr5/SRma2iIojtddca4XoaiGVfMn4+45ZfjFq/vQFlId24NTWy/J9abk2KrT3w62BEFkNyKz71NEeoRkDTkeAWuTxnZruxFmyAlaLiEGlET5Zn1zEPe/vNeQFo4q9GMYhVqwRZZFTCzJNcnaEt043XCUCvDUZKBux1NxN+xqVctNyhCKqLjvj3tNMtT7/rgXP7/qHAAxt1C7479YMBUIuKePMYZQVLPEddP3NAIxqWjydx6YP8WQ8YWiXaeRgeOSKWaTm9ULp4Eh8zZgCAJDaXEunr3+XDS0hjEs14vvbnrbcOMEYuV7vD2CS6eOwgu7DhnlMrLAj6b2MFRNgyQJEAVmqZuCHNm2vjiHqXx1Q5gfzinDolljTYHb7507GS/sOoRLp44ymcPcO3cyNG7f3sLRWHvwSoIpJqVXErodF8+tTRIEQXRFSNFsnyEPxfsUIvORRMAjm/sbjyzAQTCS+nn7JnkE0TOaghEIrHPZelddC5ZvqMXoQj82LaugiV4XyLKIUYU5Pfqt6CAVEFlqMlC344zZn9/NAObXN52H4jyvq5RBFBga28JYvqHWnP74ccbsj+vXd0ufUxy/zctnGS6LKgdu++U7pu/c9st3sHn5rJTSGFbsVy83LatwLPN0pjkYxYLH30R9cxBrF5WjMWlD+ehCP5rijp13zykz7vOaqhm4+dldRr69NrLJPJ/sKPHWHUBNnzNmWQm8c+tu1FTNMCbXiZ9vcnD7ZKwzZmXyMb2tdnWPJOKRRNv24CT7JAiCSERy6FNIHZA9nAxqWFKz3dLfbFpWgTxfz89LI2liwAiFFACALAJrKsstVrMk3+wdXZl/MAY8dOU5pn1MD115Dlgf9Rkii8VK1CdD+qqXLjdxW1mTJYYnq6bjUHPIeLs1qtAHWYqvLDLgFwumork9ahwvDMjQ+zyRAffOnWxZwRFZaulz2givJGyE5w6rQTy+OioJzDYNesfcXxuxB4rEOv3w8ElUV5YbE2Y97/e/vNcwT9Hvc41rWHn52VDist58j4iN15+LxtYwmtoj2FpbB59sX5aCEJM1Je49ra4shyDAtmwTVw0TY/2JArO0h3vnTgZjfWesUhTw4OlrZ+JgU4fRZscW5TjKPgmCIBLJ8Qi2Y6XeSvyI9CGrDVoYYwUAHgcwCQAHcC2AvQA2ATgNwCcAruCcNw9QEok+Jjmm3vJ/O81wXhQYQ8Ar0KpeL3CTSXolAfl+ySQVyPdLRmiD3iJLAnxJUgSfLBhmFG4GL9CA1pBikkj+/KpzUOCLOSyKgoCoYpZQPnjFFIhC7PyCIOCpbQdMcpenth3Azy6bnFL6ZMF+I7wkdJaP22Z5tzT010bsgUCLO1uOLvRj9vginD+xBA+/8iFqqmbgRDCKpvaIKebeqEI/1i+ZiZd2f4rp44birl+9axq8PPLKh/jTngZj8uYRRduyvOebk3DasBw8t7QCGufQeMy5Fdy+bD3xOivO9Vpi/T26YCpWXn42ZFEwzv/jb5zVp6YI4aQ2u27x9D4pf4Igsh+BAUP8EtYvmQmBARoHPBJDBnYZhAOyw7hA7mUlM/0t9EDCGHsKwP9xzh9njHkA5AD4PoDjnPOVjLG7ABRyzu/s6jzTp0/nO3bs+AxSTPSWQ80dhrOezuj4ADAYVVFaFOjvyd6APx77s702toaNYNM6idIzp/LftKyix9LQRBpaQ7h89TbL+X9102yU5PlcJ6OftgRxxdp/WH6vyygbToZw+Rqb8984GyX57ud3S9+x1hA+PREyZJb6frqRQ3wYFtdSNJwMYX9jm8XR9PTi3JTSEI2q+KChrTvBU9O2zTa2hvGDX+/GNbPHYXi+D1U1Mdnj1DEFlklVdWU5Ho5P5tYuKreVYeoyT/3vzcsqcPB4h7WshwVwebW1nbxw82wcbglbVhZzvbGJfeJey8Tfrbh0kuEeuqayHGOLvAhF0GU9p4rbPZmlpG2bTeS0u37frXN+svKS3iSJSF/Sur32d79NDDwNrSHsb7Dpb0pyUWKv40ypzQ740gljLB/AFwBUAQDnPAIgwhi7FMD58a89BeA1AF1O9ojMoKuYerLIMDq/3yd6WY+b9CwVqYCiaGhoC5vijkkprvy5xblLJQ6g7e/1OHoux3XDELu4aamkzy3OHwAEoyp+vfMQaqpmQBSYEbPt5gs+l1IaZFnEhOKAyWSnOOBJ2WQnnYgoKhpbI+CcQxY7pZK76loM06XSklx4JAFeScAPLjkTP/rGWVAd2qEeI0//O6pxR2MCu3iRoYiGCQkGRkBsspXnk9EaUnBqUY7tdU8vDuBvt58PSWBoD0fR3B67X5yMdroTJ5Hi7GUPNDkkBoJsk/4TVpyMvHprwpMOI+rxABoB1DDGpgCoBfBtAMM554cBgHN+mDFWYvdjxtgyAMsA4NRTT/1sUkz0GF2+OTTH3nBByvKYep9Ve3WL6eUmIVQUDR8cbTWtjFRXlmPi8LyUJnyuMk10bfDicYphJurp71pmqWncMW6aIDDX9AU89nH+Ap7O9PtlEZdNM7tpxmIViimlQdM49jd1pH2cvVTarN8jGnEb755TZirbXXUtWPHiHqy4dBIAYMxQH4JRjhufecvyXSBWD3qMPP1vJ2MCzrljvMiPjrVj6dM7UJzrtXzn6Wtn2l53f0JcwNULp2FoQERE5famCKLQrTiJqdwTRN9A4wIik0i1vWaT9J+wR3bo63or40yHXZ0SgGkA1nDOpwJoB3BXqj/mnD/GOZ/OOZ9eXFzcX2kk+ogIFAzNkeGTBds4cdluyvJZtVdJYPj5VeeYyvfnV51jdAo5HgHVSeVfnbDRu6EtjN+9XW+KAfe7t+vRkOCwGI2qONTcgYNN7TjU3IFotHOFQjejSIxB9/S1M1M2oxAY8OAVU0zpe/CKKQl7E7jtccTDFrjF0XOLE+jklBlWOg1aFI2j5vXYPrJNyypw95wy1Lx+wHjL6paGVGIRpgOptFlF48Zkqvq1/XhgvrluYrGhfPDJAkRBMKSr1a/tt42tubW2zvhbjzG0dpG5vT581VSIArOtg7DCEQxHsGlZRWz1L8+H2eOLAMTKeeVL72P1wmmm8z26YCpkkRnn+cWr+xBWNOR4BMt3Vy+cBq/E8OCf95qu/eCf9zrWn1ubI/oOGhcQmUSq7TXgtR83BbzpMJQn+gJJFGzHNlIP9oibztsXiesl9QDqOedvxv/egthk7yhjbER8VW8EgIYBSyHRJ4RCCg42hY2B3j1zJpokbEUUU6/P0DSOPJ/ZgCXPJxmByzUOeJMMSryyAF0NIgmwjQGnL+qlst+sN2YUKueQk2KbyZIANb7H2O24m2TOTUbqJC9UTXIZjmtmj7M4ROoTTrc0ZJOsL1EWu6uuBStf+gArLz8bpw7NAWMMR06EcMeWd9HYFsaG62aavvvCrkN4+tqZON4eQSiqwiMCV88ci+s+Px4dERWKpqGhNYLc5Pbsl+CXRds68HsYZFk29rfo7RcANtfW4097GvCjb5yFXy6fZZi6HGzqMBnF3Dt3MgQGtIdVPPOPgxa57ne+Ump7bU3TbMuou3H5CIIgEhEYkJ9k0CKTQUtWoWia7dhGcehXUmXAR9ac8yOMsTrG2ATO+V4AFwLYE/93DYCV8f++MIDJJPqApmDEmBwAwD0vfoDHXz9oxNeiiV7fEVY0XLt+h0XuoZd1KOocywUAoirvMgZcQ1vYVJf1zUHc+EytsVHcLY6eG5wDNz+7yzF9bsd7KyN1jEOY0KtyDmOgr+dRj9kGuMfyyyZZX3Jed9W14K5fvYtNyyoshgKfHOswfffCsuFGHLu1i8px11O1ljLRJaBL1m83fb5pWYVjHSS3z5s27kRN1Qxsrq3H6EI/9h1tw6RRQwzDouSYifp5PJKIbR83YXNtvena3+alttfW4yza4Ra7kiAIwonWkIaF69607ffy/QOYMKLPcBvb9JR0GV3fAmBj3InzYwBLEJOYbmaMXQfgXwDmD2D6iF6ix9TbeP25kAQGSQDO/Z+/GpuLhwdoAJSMm/lDV8cVjdsaV+grU24bvXt7vLerVqrGceuXTsfs0mKTQYqxsudyvLcxzZhLHD8gtro4e3wRln5hvGnFR4unwS3WX1HAg3WLpmPphoQ9X4syU9bnFLdQ5eZ26JEYCnM82Hj9uYiqHI/9bT+KAh7jO6Ulubh7Thk+PHwSF589wihXfbX0z9/9gqmsndq50+eiwHBRWQm+//UycHBEFBWRSMwwyq4uVY1b2pJXEnDKEB/CimZ7jb52uO6OCQxBENmLonE8c90MyKJoKKKiqkoGLVmE5mlflaUAACAASURBVDKu6ClpMdnjnL8NwE7jdeFnnRai70mOqadL/t78zy9hbvUbWW/K0hPcbPvdjvtl0cG4IrZq5LbR2+24W+yx3sYmG+IXceaoApNByprKcgzxiSkd1zSOjohqkpFWV5ZD03hKA2WRMds4fkJC1PkcWUTlrLEWqas/XsaMMdvYcP/172cDAFRVgyQxk1xDkhhUVYMgZNbqnlPcQpExox3qRimVT7xlqrOR+WYDlYvKSnDLhWeYyrW6shw+WUBVjbms83z27Tzgsf883yfh1gvPQOUTb5rSMKrAa1uXOR57SfKqeZOR43ANn9x3+2fc7nOCIAYPwwIiPm5ScOMz203Pr/FFsvuPiYwgx2M/rsjx9G5MkBZx9voKirOXfoRCCpqCERw+EUJTewTVr+03AitvWlaB4x3RzyKmnh0DPlLqqr26xeRqbA3j8b9/hHnTTzXe/mzZ8S9c/4XPoTjPi8MngphvE3/slzfMwoghfscJuF4XJ0NhHGwKWY6PLfIh3+dFQ2sIoagChtg+OZExcGjwyRJK8nyuMejcONTcgZ/87j3MLR9jTJS21tbhx984C6MKc1yPu8XpA7peMTl8IoiX3/0UF5SNgMY5BMbw6p7D+OrZIzFiiN9IY1cxjxpOhlDX3IFvP/+2UQY/v+ocjCnMQUm+zzUPNqRtm21oDeGHv37XlJednzRh8exxONYWQY5HhF8W8NMX92Bu+RiU5HmR65UQUTUU+mVckVCOaxfFDFqSy2Xpv52O4x0RS1k51UFffL55WQVkSbS9F5+6diauictPTb9ZPgun5PtwrD2MUFSFyBj8HhEF/u6vyGVBbL60bbOJdDeUQneh0AsZQ1q3V4qzl/0cau7A09sOWMZ2i2eP69W4gJZTiH7DbkJx79zJuP/lvdhV1wJF4wM10Ut73GSQDNzWQIXF5W5ucegkScCQpI3eHokZYRWCYQ1+WTAdBziCYQ35PkAWgKNBFTc+Y16lyfPG6jIYtY8V8/MUY8UwBlvzC31hze24U/6VeP7dVkw8IkP5uGFYsM68cugRO5+rTlLWThMXe5McXZLolIdMXLDhmtms5qKyEtx8QanJIKWmajqu+/x4i9Qz3yeZynHkEJ+lXB6YPwUFORK+u/ltS307yYmd6qY7349qHNzhXhTgdG3N0rZWzZuM4fk+nFYU6NaEL5tMfAiC6B3ufQ6R6cgSsx3byVLmh14gspRkQxbdwOCG8083JIE00bNHN+9IJNG8wy00gBg3zEj+vRifDTW0hbFg3Zv48v/+DRc88Dd8+X//hgXr3jRCKygaR1XNdtPxqprtxt6Ajohma9DSEYldXxYFI1bMlY+9geUbatHYFk7ZPtjJ/EQXIrgd12WkyfnXr+8W9iAUtc9fKNrpiKVLXS1lbASG57h2/Q4sWb8dVz72Bpas345r1+9AVOVd5iET+201KS9zy8dY2md9c8hignLbL99BWOGmcvTJoqVcYr8L2da3bT13UTfd+b6UEJPRci6HNiYyZmlbt2/ZjYNNHd0Oq+H2HCAIYvDg1ucQmU9UsTfHiypZsGePyE6c3kIVBTyDIqZeb9BjciWvPOnmHW4GKYwBD115Dr6zqXMl5KErzzFWjaKqvbmEvvKl9tLgpSTXi7WLyrF8Q+eq7tpF5SjJ7ZSedSWjVLn9+bWE0AtdHS/J9WJtZTmWJ6wqr63svL7biolb/oCYY6edAYsRmN7lHKmFd8gMeFJ9FPhlS95yPKJtfltDUVM5dkTs6yZ5z0J9cxAq51i7qBwNJ8PG6umwXA+ELgx2kutszcJp8Hti8atMsuWF5ZBFZnsvrpo3GeGogsevKYckiMbqt6KpjquNOR4RmqahsTVsafNO90JXz4GBMG4hsxiCGDgEwd70S6Blm6whlbFHT6DJHtEvhEKKo339iCE+iqnngltMLjcDFa8kIN9vlhDm+yV44jJNJ3MJf3xA7eulwYumafAkxYrxSEI8BpngKqOUBXuDFyneq4kOYQ0SDVTs4gjquIU9SMVgRhAcDFguOzulMpIcrtHb4KkDQXJ5tgSjlrx1RFTb/LZ0RPHwK/uMcgx4JdvvdUTM0kX9twJjJvOUNQunwSMKjgY7T207gJWXn40RBX78q6kDP3rhPTS2hbFx6bl4+tqZADrjV/lkZrkX9TbAGHDkRAjXb3zLdG2vZF+vAmM41h4xvQBZt3g6Sotzsa+xzfFesHsOAPjMjVvILIYgBhhu3+f85JuTBjplRB/hNm7oKWTQQvQ5uimL/ibiZ7/fgz/tabCYgAwwAz466U17bW4Pob4lbDFQGV3gRWHAh09bgrjnt/+0mFzc881JGFngx6fNHSZTDKDTkGJk3Fzk8jXbLMd/deNslOT70NIRQmNbFPXHg8ZkavRQP4pzZRTkxMxH/vzeYYvByVfOGoFRhTmuxhNHTwRx5GQIxxNWZoYGZJyS78PwIX4caw3hyMkwbkjIf3VlOU7J92JYns/VoEXTOD5pareEZtD3VDWcCGL/sXarwcywAEriBi3H28PY39CG725+xzShOL0kF0MDXjR3hHAyqCCqojMArhgLiluY44OiaPjgaKslDxOH5xl7J5NI2zaraRx7j7QaYSQuKivBrReeYcrbLxZMhapxk2HNQ1eeA1lk+FY8rtDoQj8eXTAVoahm2tu3dlE5vJLZjfOB+VNQnOfFypfetzW5sTMyeG5pBTTO0XAybOz/03nkqsmYNrYISjyUx66DTZg2tsiyKT5xdcvJLCGsaKa2NTQgY2jAixUvWg157vnmJNu26mTComkcR06GuvWbvqCxNYwf/Hq3Jf0/u2xyV9dM2zabCBm0EHHSur0ePRFER1SBJIiGMZqiqciRJQwfQoH2soHm9hAOtVjHNqPiYzsbyKCF+OyxM2WprizHPd88C+1hFUP8UjpM9DKekyEVr71/FM8urQDnHIwxvLCzHpdOHYXCAABwewMTpBgnz8XghXMgHNUsoQ30d0c+WbA1ONFt6d1klCrnCCWd/4H5UwyZJmP2K3duBi16+gGrnf66xZ3RX4KKZmsw81CCwUxU0SAnrV7KUmxFSS+jkyHVMiHPi7d/TdNswxXoq5+ZRq5PxNPXzsTx9gia2iOQRWYqv2ff+BcWVJxqyu8Qv4Rcn4T7508BA1CS78X3Nr0DAKbfFud6cDKkWOrbKwmORj129f9pS2z/X3VlOYpzvcZ37rt8Ek4rzjcZyqypLEeO11wPiatbG68/11GGm9y21i4qh1+2T6vi0FbtTFj067eHlZR/01dommab/lh7JQiiv5FEhrY2zRJ6Id834HNUoo8I/n/2vj28iupe+11z2fckO1dEgnIRwYBcEsGAp4pYLz1i+RQQJVHBSsBraxXbry2tPZyeU0WOdwjQNqiggtAev9JTtdWitohiQDw2ipSbBJGEkECys68z6/tj9prs2bNmT4Rw2em8z8PzkD171qxZ6zezZ837+71vXAUhMPzWEaJ9nn8C7TpP3Q56FDxRlnmr6vFyTSVmr9yCNTWVp7mHvQOSQLCmvhGL/7xT/6w034sbKkoBWIt/sPG3SrFlhd4k+Xf6dobOmKq/eWLtz1tVjzU1lcj3WwucsOPbpVFSCq6YB9s/ElcxO8nypO7PttulQlgJtDBmRBKILjDD2x/QREnuSTJSqd9ZO3c8ACBsIWKzpqYS8APNoZjOVKWfQz9Xdt2aW0Ix/KMppC9wAM1CYeGGBsPfvPFaOGUEZq/con+nuSOKxtawPval+V68XFNpOVZWcc5NGQ3H9VhNPe6EIcW6ZyNrh81VKrGXGjdWMSYKZoGWuS/Uf+2+8kRY2PEXTC7r9j49hXQRHtZ/Fu8OHDg4ubD7XXWQ/aAUeqo/Q+qzzfEiu54oHJzxyCQ64YiyfD1kEkNwSwJ+M+siHGiN6G9/+uV74E6m/1HwmQ0GQoClVeW6B1qqsAXbbiVwAdgzg3bbC/0uPH/7OFMaJatHshMvsWtfFgl3fOSkdUIsoXAFaBgzkuPhCHZUVyDH08X0UMoXsWGp8d0ZI65IThYKtMQSikGAZUz/IHI9EpZWlePOpLJYod+lb7+xohRzLh0EUSCQRQE3VpRibX0jajfuMgkQ1FZXoD3MZ7IySZHzhAwee32H/p1BxX7UzRqLp97caSlIxOYiHlfQ1BFFQqV4cU4lXt3aCFGA4fxYjAgWrKJVTEsCySjGlHofYMJEtRt3YfH0UYZU1xW3dO1zMpAuwsP635tKQRw4OJNxssQ7HJw5UCyeK9QTvM86iz0HPYZIJAEKPiMkCeRMqdXLCtiJIQgCQXskYUgVe/Km0ShKqk26bARG2KLQJGyR/FyyELgQk/vbMWeyxXY5hRnLlEZpxzzaHZ9ScMcnzyMDALw2AjVxBSgKyHqNl0AIJFH7nMEtCdw22Nja9dFjsb+HX693RsMliboAS3HAjQev1s6rOODGwikjMKDIp8fkhEGFqB5/rslHCADW1jfiuU17sHL2OLR0RPUUlqMRs+ALG0suA026hAwGF/ux/0hY9/dk3/nsq3Ys3NCApVXlGeciHlfwWVOHaeEvCQJcEsHzt4+DKBDEFYrlb+/Cty7saym8w/ucEGsxpvT7QN2ssTrDnp7GLEva90+WWIodG+/AgYOTi+78rjrIbngk/rOJ+wTvs45Ai4MeARNl+fnv/26q61hWXYHBZ95C77TfHTPFq52ASVN7BDcs4Qio3DUBJTkeNB2LYF9LyCQecm6hHyW5moCKlbhEv3yfrcBJSyiCIx0xNKYwZ6X5HhQEXCj0e3C4I4I9zebjDyz2oyjgsT2/w+0RHDxmFqDpmxRgae2M4DBHIKYoICPf58HBo2H87FWzQM3Pp4xA3zyv7fgdaO3E85v2YNpF50AUCBSVYt2HX+DWCQN1wQ47kZuW9gi+PBoxMj9V5Tg7z4PCHA8OHYtgKkcEZ/2dE9An9/gLsU8mMgm07D7cgeb2qF5rWRxw4+Fvl6HA74aiUnhlAV8ejSDHI2NW3Qem866bNRazV27Bomkj8ehrxoXZyzUX42g4YbLyaGkPoyDgNRWzSwLglkUoKkCpCgoYWN58v4yf/78GbNvfhtJ8L16ZOx7TOfH+ytzxUCnFz39vFlb52XXD8fymPagaPxAJRYWiUqx4Zzd2NnWYfqxX3HoRSnJc+PxQh1n0pziAEv58m66TMf2DeOiaoYZ61tT+rp07Hmflek6KPcJxqnGesTGbCkegxUESZ3S8Nh2LYFfz17uHOMgu2D1XcOAItDg4NWCiLH6XiDcamtDcHjNQ0Pl++Uxb6J3xsBMwiScsBEgSzCePLx6iJMUUbFMMLUQjEsn9FYUikqBGZrC6AkrSMFxRKP/4ye1256dSCo9EjOIlEtFTGeIK5QrEMMNyK4EaJAVq7MZPFgmuHdXPxD6xNFAAiFuMYTw5htGkGEzqOaR+biUik1CyT/BCEIjugzeo2I/igBv/OXUEYgmKm1NEeupmj4UsEu55uyQBL9w+Dt9fu11f6LFtCYWarDzckoDSAj/CMcUk3LLotc90BeDF00ch4BZNYj+p7VsK+qgqJIFwY8kjC7h2VD+DCNGSqnKsem8fHn1tB174zjg0HYvqfQ3FFK7oz5Mpoj/piKZdJ9v2t+lCQVaxc7LsEezsYBw4cHByEYlb3ENutr6HOMguWHkIK04ap4PTCcbo3bmqXk8x2ra/zSCu4BQPf33YpUzZbVctxEO6K2BimUaZlLuMKzRjobideIlLEnFVWYmJLWH9jysUs1d+aNn/eIJaCsQAgKqC60f0s+uG68ef+40BJuYu9fh3JRk51v5dq7caYrk7qaRPv7UTUyv6wwcRMUXF02/t1PtgJ4KTbXBLAopztLfLS6rLoagUX0UiWDC5DLUbd2Hb/jbMrttiKUgiCkQTFvrWMDzyx88MzJ4sCviP//m7YSwffe0zPHTNBZi7aquprQWTy/BGQxMaWzVhn4VTRhjm8oFXtmPB5DLMfaFeP7ZVvFMKvLPjEOpmjTXEyoBCHzdGGEP5+aEO032wOMdYU1ec49JTk3lIjZEx/YOYN3EwCv2uryUOkyo8dKIQBHLSrB0cOHCQGaKFcJhInBcuvQVCNzyEj6vdE+2Yg39eMEYvmmRJVryzG0uqyvUHVsb2OKIsXx+FfhdW3HqRYSxTRRuCHknz1Usb62CSQbV7O+RzC9z9mdS8LBLTXKYyW5YCKsn2VYvtapL1yvfKuO+K87FwQwNmLN+MhRsacN8V5yPfK3er/3bMpECA2yYMNLR/24SBSHqyI88tYvLoUsxeuQWTFr+N2Su3YPLoUuS5xW61D2j2ErwxZPYSgpC5D4IAPDJ1pGH/R6aO1LdnE+JxBV8ejWJW3Qf43ssfYe/hEG5avhnTat/Dwg0NePDqoRjTP4jG1jAEAdxxe2HTHkx8bCMefGU7fvSvwzCmf1BPUwL4YykJfDGUYDKO2N+MdUz/DotrQvhzQYhmrs5YXhYr147qB9UiRmVJwCNTR6J24y7j5yLBPZOGGM7hnklD9BpPHli/riorwYNXD8XCDQ2YVvsefv77v5vGsLZa8yLMxJg7cOAge5HpPuWgd+BkzbHD7Dk4bqQzemvrGwFAfwPulgQUel1OCudxwC5lqjkUw9Nvfm5grp5+83PdNF20eDvE3gB2RlXU7zls8Ol7q+EgCnx9ke/TmK1n3tppaP+ZFFbKjvkjhM9asRtWazjOZeYYA2HXfztWTbWxnmgOmS1CGDPZzyXZtg9oMti8OWBjpKqZ+2DHPmYTmjq66isXTC7Ta0qArvNeMLkMCzc0oCOiYMNHjfp9QhIFrH5vD5a9u1f//v1rt2PVdy7GjkPtePS1HVg0fRR3LF/OYLGQ+jdLoU39rCRHUzxjcW01F/GENctrJZbw3KY9hlTU0nxvt9hiM7S25l89TE8pBoA3GpoAAGtqKqGoFJIooCTgRmuYL2TjiKg4cJD9oLT3/GY44ONkzbHzFO7guOFzCXg5+bCx+o6L8Ys/NGBtfSM27W7B0uoKnJ3jcRZ6JwlxRcUbDU36Qx/DT67V6r0IgUmaffH0UQbrhPaI9gBMoaWLtUcU3dpAUSmCXhcGFfkhCgQFfheCXpfOrFlZM7DFHHs7xTO7Buxr9ggBnpgxGt9b85G+/xMzRuv7yyJB3ayLkC4QI0s2zOPXsG5YUlWuP5zzavYUyh8j1YZ9ZH0gSfbRaoyyCannGvTK3PMu9LvwzMwxEAjBsnf36ou7NTWV+v8B6OmKqVLT7ZE4V45a4MT50qpyPP2W5j/J4t4jdylhsnFOrQ38zxsuxH1XnG8SevHIAjqi/FjNFOPf/eb5uHncuXpsluS6bWOSh5KAGw9dMwyAuc7xjYYm/Oy64Tin0K9/xjICrGwceMhk8eLAgYMzB7JI8NA1w7D/iHYvcIkCHrpmmOF3yUF2g2WAZHr2OB70yJM4IeRCACsA9APwRwA/oJS2Jrd9QCkd1xPHcXDmIBJJoLHNqJZYW12Bh789HJTCYfROEHbKd7KFjLuUtEYQCYEnTZrdIwt63neOR8TEC/oYxCWWVlcg4NEYAL9L5Mrj+2VRb59rzUC66tUyvZ2SJQtriGRKm0sUkOuVDP3P9Upw6dYRBNE0gZja6gq4xe4xf3bbEyrwh+0HTHVat10ySP9+wG0xRslU0Ex1VRoId4we/vaIrxktpx+p59pmwS71zfPgy7Ywvgh1Granfn9M/yAevHqoaQEV9EqWNhfpcS4QTRTnR9eqSWEXgkNHo/jlDRfi7KAX+1o6TTYMAgH3eiEE2N0c4p5PKKrw5+867R6YHpt216wVInEVze3RbjF2X1dE5TgVNh04cHAa4JKIQYmX3VuKAs612lsQVyj32ePWCQNPqN0esV4ghPwVwL8D2AzgDgCzAXybUrqLELKNUjrmhA/SDTjWC6cGTJTl4NEIWkIxXXyBiRBkyULvtN8dT8R6oa0ziub2qInZKs5xI+hz21oPHGjttJST75fvO2FrhiOhCCIJFYqiMWAiIRBFzVuuwO/BkVAUu5o6TNYMg0sCKPC7bY9v1//DSduD9LdjZ+d5dOuGxiNmW4TSAg/yfR40HQ3jcGcMh45G9fHtk+dGkc+Fkjwtl97OnqE9EsVXx2Ime4izcl3I8bjRdDSMg8ciOJLCjhb4ZfTN9ejHSMMZG7PxuIIdTR2Yt6oexQG3YWF2VVkJfnxtGQiAL49G8Nv6RsysPEdnhSmAAr+M21d+qKd68ubdar55cbK2phLPJedGSqaKrnpvD2ZWDkBbZ8w05kUBt2W8PfnnnZgypp9pAfrqtgOmz5dWlaNvngc/+t3/mvq6cMoIHA7FDPYRtdUVKM33INfj4rJr7Dpj3oWpx1pxy0Xok+dGOGb25usuU2d3n0nHcbCAZ2zMpsKxXnCQxBkdr3a/iw6yHy3tEYTiCmIJCoFoJSkuicAviyjMOX5Lpp56Ig9QSl9L/v8xQkg9gNcIIbeAaZ076BVgoiypjN4jU0fqb8oTKs2Ghd4ZD7s0x4SF9UGim9YDgkUKYWqaZ6Y0RzvbAAKgpSNu8skrDWoPkPEE3xqCWR90V4DF1P8kSdIZU7DqvX2Gt2Mr3tmNe644TxvfuNZOui0C+1wUCVTVzM6IKakUdvYMoaiKzqhiaOPZmeXojKrI8QAKqOkt7eLpo6Bk4S1TFAUUBmSd5VIpxS9vuBB5XhmEEFT96n3Dgiiaxgo/MWM0Fk0biT65HsuUSauUV26cUGqam6VVFfDKAr7ijbmF2MrRcBxTxvTDq9sOYMHkMgwpCWBnU4d+v9vZ1KF/vq+lE4BmG8Lra1RRIYvEZBMhCNbsGrvOGls1U3g2viwt9IfrP9YtJlbcehGGFAews7mj20yd3X0mFQ4L6MDB6UV3hMMcZDcEATgaTpienXLcJ1Z33VNP5YQQkkcpPQoAlNK/EEKmAlgPoKCHjuHgNIMxerkeCS/XVGLTzmY89NtPDOILkvOj3yOwsyaIJk5QHMRGwEQSCPf4qWmQvO0sRbEzZt2/fL+9NYMkEK41QncFWESBoC0cw+7DIf34beGYnmaaUKnO6qUen+0fiat4Kq3/T6WML2AvYqOoFHe/aBTkuPvFrQaBFlZrxrY/8Mr2rLQqaQnFoKgwsXJ1s8YazL8bW8M43BEzffa9NR9hweQyHIt0cNMV1Qxpwdw4JMQkhnLnak2Ax2rMefEW8MioeaFet2momzXWcI43jy3F8LNzoagU5/cJYFfTMRT4Xdj51VG8OKcSKqUQkuJH5xb6cLuFnYiVXQLvOvv1X3djakV/LNzQYLCYmPP8h1g7d/zXsl6ws3BJn+P/3rrflF50x6XnOXYMDhycAkgCwcOTh2FSWV/DvcV57uo9sHt2Ol701GLvEQAXQEvjBABQSj8mhFwBYEEPHcPBaQSP0VtaXYFHbxiBh377CQr9LsdmoQfBrAnSBSOYNYEV08Hu+bbWCBZMBhPFyPMKuPeK803znedNWjNIFkXEUpcaZybxEWpxfJZWHvQKujVC6vGDyePbiV34XPz++1xCt86/O+Ipdt+xYovYMezmKJsQSyhcwZIBRT7TOfpcIve8g14Zv/7rbiytrjDM25Kqcku2LFMxu9UbcN7nHhc/3nI8gt630nwv8v0yHr9xFO5fux33XT4YF/QL4qblm03XSMXAIlM9rFfm2yJY9SmWUODlxDEzbmf9St3HinG3sl74OoIuBGa2dElVOUgWMtEOHGQjcjz8e0uOJwv9ehxwYfdsd7zokcUepfTF1L8JIX5KaYhS+gWAOT1xDAenF0ejcRxuj2Lx9FG6Et6dq+p16fO+eZ5sqdXLCthZE9BuMFtWjAegGXfymAwm4HI0rFpaEwQ8yChHD8C2f3bMZVuG4/s9Gawfusks2hmX2vW/O98RCX8O2DFEC/YyGw1yCdH6/9ymPaibNRYCIfjiSCdUarTgGNM/iMKAmzsuJTluzL96GNZ9+IU+b3FFRTSuQiTE0nrh69giWInmRGLW8Vaa70XfoAd1s8aiI5oAIQQvzrkYlGriLcUBt55qyfaxasuKLbe6Fnj2Hs+8tRNTK/qjLRxDgd+FNTWV+j6yKGS8rtLxdQRdogn1OKwjHDhw0FNoj1j/ruVyy7wdZBu68+xxPOjRJ3NCyAQAvwIQAHAOIWQUgLmU0rt68jgOTi0ikQSaU1KvUuv0FJXqjJ6z0Os52NXSUPBrlRjsmDefBZPBmC+72gA7ZsxqO2Pu7JhLu+MzQ/N05k43NLep6bOzhrA7P8De+N1OQtmKTfK4su8trUskCKkq7pk0BIte/wx3XX4einLciMQVfZyZcMsrW/Zxx2Xpxl24cWx/zYbh3b26Muf9az/C0uoKfjwo1nPAm19ZJNzPM8Xb0uoKHAnF9LRjpgT66Gs70NwRNdQsZ2LqCAGXbS70urifBz0SjnTGuHFcFND2SY2d2uoKFPkyX1c8CALpVhrm8VhHOHDgoOfQm+x6HPBxsu6zPf1U8TiAqwG0AACldDuAS3v4GA5OMVrCMRPL9IP1H+O+K4ZAEgiGFPqdhV4PgySZp1SU5ntBknd1d7LWJn07e4NvxbzFE9oNo9OCyeiMaQIpjAFJb5/VBggW/RNI5u2s/1bMZWvSDNvu+KmMx5qaSiyYXIan3/wckbjWf6uaPlXbbLCGYPs/t2kP2FrO7vwA6Mbv6d9hzJyViXY8KaJjxSZFknOQTYgpFFUr3seq9/Zh/tXDUOh3oTjgQq5H1sf5v24chfnrPkb5gELuuNw5cTDykumSADBv4mB9Dj1Jq45UaLYF1vPEm9+4QrmfZ4q3XI9kqC9tbA1j/rqPMW/iYD2u5k0cbNiH1xal4M53SzjG/bw5FINiEccBt2TaZ96qehzuzHxdnQhEi/MSnXohBw5OCaxYnyzM/HdggZN1n+3xJ3RK6X5ifM3ALxZwkBWIRBKWb6oHFPkd6fPAxgAAIABJREFURu8kQbRgnpgYZKHfhednj8O+I526st+5BT691sbO0DuhUq5JdSKl5o3HnDHmz44Z646p+oRBhZhz6SCDWiZjLmWJYGlVuckagTGTKqW48Ow8XNA3Fyql6Bv04sKz8wyG5rzzY+fvdQlcc1pvN88P0Ji72uoKE4vCmLsTNXbPJrAazLX1jVhb34gx/YP4zxtGIMcj48fXlkFRKRKqVk9mZbre1B7Fr/+6G3WzLkI4riIv5XupDGHqfLgsmLpwXDG9AV9aVQ4iAPdOGsKNK6t4a2qNcvsb9Mq4saIUcy4dBFkS8OfvXwaXROBxCVhSVW5iLjPNN/daVFSIAr/20Cq24orKbcuqZu/rQBL4Y+2IQzhwcGpgVwfuIPth9+xzvOjpp/T9yVROSghxAbgPwKfd2ZEQIgL4EMABSulkQshAAC9DU/PcCuAWSmmsh/vrIAOYKMthC0Nfjyw4C72TBCLwDbf//foLAQCJhILOuGKyBkgkFLhcmvk4b87kpIGzRxK4JtWepKl5JEGxt/kYXq6phKJSiALBtn0tKAoUAbA3Tbfb7rcxJHeLBLk+GStnj9O9ZmSJ6KbpARtTeKvzcyfPTxLANadNbrbtP6Cxf24pTUpfIjr757IwjnclDyJb1I/JWfjwnKrqOKZ/EP85dQRiCap7QrH5mfuNAZam66X5Xvzi+gtxNBxHKJpAS0dM/96XRyNYX7+fOx+8eaq5dDCe27QHK2ePQ0tHVDdJd4sCcrySIa4kEQAluhl7qjk7KLGsD/XIgimGl1ZXwO8WLU1xufEgWlyLsggQWF7HvM+9sshty+s6MdluwP6e5MCBg5MLyaLWPBvrvB3w4ZYsnn1OcLHXI6bqemOEFAF4EsA3oVltvQHgu5TSlm7s+30AFwHITS721gL4LaX0ZUJILYDtlNKlmdpwTNV7DsxmYcbyzVxD36XVFdmevnna746Z4vVIKIr9RzpN5s/9C3y66XgmQ+9DR8PYfThkeugbVORHnzwvDraFMZ1jiv7K3PHoG/Ti0NEwoooCAkE3RadQ4RZF9Mnz4nB7BJ0c40+fLKIox4NjkQi+aImaWK9zCt3I9XhsTdkPtHbiT38/aJKYvnJ4326Zqnen/UzmtIfbIzjSGcOBFNP6fvkeFPhcKEoam9q1YTcHdsbvHJyxMauqFJ9+dQxzkzYFg4sDmFX3AYoDbsybOBhBr4zOmIJhfXPws1c/MbFui6aNxMAiPxSV4vNDHVjw6ieG+05xwI0f/esw3L92u77P4zeOwoAiP/7R1GEa4375XrSH48j1ygAIVEpBkzG646sOPPXmTmzb3wagy4T9RgtzdlHQxGbSj10QcOO233zAnf8vjnSa+nReSQB7D4dM7ZxT4MPUWn6sigTcY59b6EdLKMZV0bxh6SZTW7+9awJK+DHVbbSEIvj8K/NYDz0rBwV+y5q/MzZmU+GYqjtI4oyO16ZjEexqNl+Dg4sDKMk9sevbwZkBu+cKDk6pqToAgFJ6GEDV192PEFIK4FoAvwDwfaLlgU4CMDP5lecAPAwg42LPQc+AMXrRuCYS0thqNPTtl+9FkZO+eVIRT6hcw21mOm5n6B1JqHj0tR2Gt/CPvrYDT9w0GgAQs5JoT5qiuySCpg4Fd676wLDALw1qcy7aGH8qCuCWBZOBtJLMJrOSiI8nj++R+RLTTIDFrlDdrn27NNeYouJYOGEy/s5xd8W8nUCL1Rw8mZyDkIXx+92TzkORVWCcoRAEgiK/Cwsml2HYWTlQkqmJ6S+Jaqsr8NPJZWjtjOvqlk3tUTz62g788FvDUJzj1q0ZUu87Z+d54HWJhniSJQFxxTrOXZKg19elxshLH+zDg1cPNYiqZJrL1lAcsmSM5VyvDMkixTKhUm6fnq0aY2pHlgREE/xYjcQVxBIKd5/WzhjckoDf3jUB8YSqq2gePBrmx33ixOpAVZWiPaxwz+uZmWOAE/B/cuDAQfcQSfCvwaduHn26u+agh3Cyyjt6Wo3zKc7HRwF8SCl9NcOuTwB4CEBO8u9CAG2U0kTy70YA/SyOWQOgBgDOOeec4+m2gzR0KgkEvTKIT9ZTBrbtb8PcF+r1NwzOQu/40N14VSjfcJuZjluJf6Saojd3RDH3hXq9zVSBEysJerbdzrrASuBlTU2lvn123Rbu26l8v/3xeZLzqabxdmmWJ2oKTynwvTUfGc7ve2s+MsgfW1krsJQaqzkQU/rAM34/02qguhuzRCA6uxpXKO67YohJTGDeqnq8NKcShztiJnatLRxHgd+Fzpiij2tJjhsBtwS3LGBXU8i0z8s1lZZxfjAU1xd6Y/oHMW/iYLglAT+9bjhUSvHkTaMhCATt4ailFQchBDkeGavf24PyAYXwQURMUbH4jR346XXDLWOY1ydKYRB6YZ9b2kSIAmRRwH/9SWOw2bGX/OUf+Mnk4Zi5YjN+d9clhre9VibpsiSguT3KtVdQVYrDoSgicQUiIfC6RAS9RvuFllAMXx2LcM/LytbhdMJ5LnCQTehuvIqEf28RnDTOXgO7Z5fjRU+rcXoAjAawM/lvJLSau+8QQp7g7UAImQygiVJan/ox56vcZS2ldDml9CJK6UXFxcUn1HkHGqt3oC2Km1dsxr0vbsOiaSN1ZSDGrjjG6ceP7sarnem43dufHI8msJI+d8x8Ncdrsd1rZM4WbmjAjOWbsXBDA26bMFBnzuyO313rhPTjpzN3VscXBP52Zq0QTJrCp26/94rzdVN2j8zfzo7fHfljZm+R2sY9k4bohdRCUuQl9RxTzVEDHn4fAmeYQW53YlZVKaJxBfdMGoK2cBwJVeEaqje2hvFlWxgLXv0ED10zFGP6B/Vxqd24Cyve2Y1BxT59XK9fsgmzV27B/iNhnZEb0z+otxWJK1hSVc6No+Ict77Qe/DqoVi4oQHTat/DTcs340BrGN99+SPctHwzElTQBXlS21k0bSTufXEb/n3D33HtqH6mWHNJxHTsJVXlEAR+W1YxJRBwr4W3Gg5CsohzkfDN0vO9MmrT2qqtrkBHJIHrl/wNlzzyF1y/5G/YcagdqkqhqhQ7DrXjhiWbcOmjGzFj+Wbs+Kode1tCUFNiXVVV+F2i6ffAztbhdMF5LnCQTehuvDLhtPR7hS8L7Xoc8OFz8Z8LfO4Tm+OepmfOAzCJMXKEkKXQ6vauBPC/FvtcAuDbhJB/hbZYzIXG9AUJIVKyrVIAX/ZwXx2kgdXpReMKFkwuQ+3GXXj0tR1YOGUEBhX7IQnEUd88RbAzHZcEgocnDzPVtLG3P+0RFfF4HGtqKpFQKSSB4NDRTrRHZOR6gfawivo9h/HinEpQSkGS+xf4+iLXY2/sacfM2b2disRVtHaEDf3b1XQMBT7twdGOuVPVzNvtTNkjcevtQAZT+pS3a/EExda9LXhxTqWprhDQ6hgz9bEjomLDR41cIY+8LDPIbQnF8I+mEF76QLNeiCkq3BYCNW3huJ5e+XJNJXYe6tBTKrftb8PMi8/BPS9tM8XeL2+4ELGEiiduGo1YQsW6D7+AWxKxde8Rg5BQwC0gFFURiiZQN2ssBhT6cEtKbR079oLJZZj7Qr0+70c6woZ2Nu1sxrb9bVh2S4WJRWfXwr7D7YZ9djcdQ9DnQqFfxivzxiOhUD02XCLBq3dfAp9LRCSu6KIzKgX3Wuyb77e0Xng5yQamKV+jNRzHU2mMeDimmOwY5jz/IX531yUAoNf9pY7Nwimakirz31MocOfqrZhRUarHu0gIogkFreF4t3z6HDhwcGLojFn/ZuQ7qdS9Ahmzqrgle91DTz+194OWvX80+bcfwNmUUoUQEuXtQCn9vwD+LwAQQiYCeJBSWkUIeQXANGiKnLcByJQG6uAEwer0UmuwmFnw7JVb8Pb8ic5C7xTCznS80Ovi1rQx1tUjC5Bl2aSGyJgrWSQoH1Bo2D+15s9O4lkWCVdeXtbVMgWuUTRjrTwuAfkBr7l/yTeUjLnLZIrO3W7DPDJmzq7ejjF/Vqbt7By4dYXJc7Aztreru8wmxBIK+ua5cduEgZi9cguKA248/O0yLJo20lAzt3j6KPzyj58B6GLminLcaO7Qfh5K870I+lzcuekb9OqCKGys87wChp2dh5vS4uicfDeOhIAFr36CxdNHcdsLJq+lxtYwcjwCBhTnmtp54JtDLK0iBAHcfd5qOIjR5xagNU2c5/EbR+E//ucz3Yh9ff1+jcl1CxhyVp4hjh6ZOhK5Hikjw5xqxZI6D280NOGNhib9szU1lfz63CQryB0bn2xgDSmlmDCoEJcNKzHFe9DryL47cHAqIAjApUP7GH4zUn8XHWQ/7J59jrvdnumejkcBfEQIqSOErASwDcBjhBA/gD9/zbZ+AE2s5R/Qavh+3aM9daAjndEb0z+ov0GeN3Gwztg4C71TBzvTcSsj5paw5k5ixVwx03E7w29Wj7bslgqsqanEslsqcFVZiV4bEFe6WK2350/Ei3MqsXVvi75/R4R//I6Idnw7Q3FVtTdF525PPndaGVszZs7OEN1u/LpzDvEERVsogjU12hitqalEWyiiG9vbzUE2wSWJ8LtlfU7mTRyMu1/cposJrKmpxMIpI6BSaqi588qi/qb6rQcuQ92ssZAtjNK/aOk0jXV7RDWN4Z2r6tERVXWfImb1wDCmfxB1s8aiT64Hq74zDleVlaDdIl6nlJea9mf9UVW+Sfqksr5oTakXZNvuX7vdYMQ+/+phePrNz9ERVblG7x5Z1GsJ048tJm0QhLQnAFazl4rOmMJtwyWJIBbt53hkQy2eSxJRc9lg7lhHT1D8xYEDB91DakZL6r1CdS7BXgO7Z5/jRU+rcf6aEPJHALcA+AxaCmcjpTQEYH439t8IYGPy/7sBjOvJ/jkwIxOjt21/Gwr9LqdO7zQgllAyvo0/3pq57hp627FSPgtWi9UO2DFndse3q5lT7ZhHyYJ5TPbfzjTdrv3unEOOh89esrrJ7tQFZgsK/S7sb+1ajDE2rLE1bBATWDdPExhi4y2LxPSmeuXssVxT2Z+++nfDMdlYW80B+7x24y59rosDbpMP3dKqchDCZ7gopVhfvx9LqysM98glVeWW80cp1RVF07elsolHw3G9zpT3JlcSCdwyP44FAtx/5VAU+o33ZVazl5oR0C/fgydmjNYFh1KzBFpCUe514JUFQ9uFfhc6Y4leE68OHGQj7DJaHGQ/LJ8LTtAmr6fVOO8A8F1oNXYfAagE8B40GwUHZyB4DNEP1mv1LAs3NKBvnsdJ3zwNsFLVS63Zs6uZ420Xbbaz/eOJzGqfdmqcooW6YapSZabjWxlZs/5bqSfqzGOC4pm3dhry3p95a6dBzXPnV0dN9XYDCn16+7yavVTVM7tzsGKL1tRUItfbvbrAbIEgEIPRt5Vxep5Xxrp545HnlbHo9c/w0+uGm95izqrbgsdvHI0Fk8t0Nc6AR9JTPVPbyzQH7PNt+9vw2Ota7fF5JQHcvGKzcU6ScW3Vzvyrh2Hdh19wY8kqRhmblr4trqhYdksFCv0ulOR6sPq9PRhQONCyPjZTHA8pDhgUMwEtI+DDZP1falwP7ZuHx6aPwlm5HlBKcbgjhmPROARBsDRKT207fX4NYyQ6OWQOHJwK2NXSO8h+iALB3G8MMHkoiyeouNrTd+nvAhgLYB+l9HIAYwA09/AxHPQQIpGE5ZvxVEbPWeidelip6rGaPTtVLp4iYGreN6u5S1cSZPVidsygHfPFUzdMZc7s1EADbv52VvNnqXSZPD+VUrzR0IS5L9RjxvLNmPtCPd5oaNL7l+vtYiYnLtqImSs2o2JgEXK9XTWNXKXNlCIpyzlIqmZ1lz21UvPMNpQE3HrM1m7cZVJufGTqSCx6/TNEEyoWvf4ZbpswEO1hPlukUoq5L9Tj+iWbcOXj7+DxNz63jAdeHHtkwRAfzR1RFAVcONwRtTweVx3WJeBoOI5l7+41xZJVjHpdAvoG3VyV0KIcl64KOnPFZlw7qh9kie/Xp1AKReXHsaJS7GzuMChmAgAB1WtxWVyXDyjEWXke+Fwiqn/9Pi5f/DbuX/sRDrZFkO+Vcf+VQw0xeP+VQ1HEMUkvTv4mpJ9Tsd/J+nDg4FSgOxknDrIbPreAyaNLMXvlFkxa/DZmr9yCyaNLzzg1zgilNEIIASHETSn9jBAytIeP4aAHwOr0AODP378My9/ehbX1jQC0H3GH0Tu94KnqPfXm5/jF9SNRnOO2VeWyU6uMKxR/2H6Auz9gzwzaMV+UAu/sOGRqf0Ch1n5HhHL7f9slg5DrATqiKvY2HzMoHW7b14ICXyHyvPZKl3bM37EMap05HnsfQ0BjN60UTfN93WNPM7GP2QZBICjN9+gKq03HovjlDRciz+dCnleGQICfXjccIgG+e8X58LhESAJB3ayxJv+8zpjRUmDT7hbcNmGAKV5u/5dBUFWKVd+5GKJAIIkEx8JxROIqdn511PB9RVVxuCNmGRc89dpITEZJrsewz5j+Qdx3xRB0RK2vwUhMxZKN/zApqt087lxuTFmy4AT6NuYVWOh3QRQI3t/VjKKA26CEGU2YaxjZMdI/n7uqHr+76xIM7ZOD3911CdeDLxVtkYQe76ms4Vm5HhTLZ57XngMHvQ0C4bM+js9e70FnNEPW1BmkxtlICAkC+G8AfyKEtMKxTDjjwKvTW1JVDkB7qHIYvdMPnqoeAPzsOu0h2E6Vyyq3X2fWPF1vjwz1ZElmi7FW6WqUjDm0U6sMuPntM2ZOVSmWvbsXy97dazi/W8Zri0FZJDi3KMegdJjKPNqdn11N3onWDAIau8hTUWRzwLwETWPUTcXRbALza2My/uvmjcf0Ze8ZvjOmfxAL/88IfLjnMCoGFhmUNRdNG4lHX9uB5o4oaqsroKiqvshhrPZP/vsTfUHI2rtudEy3aUhtpzjHhXuvON8Qf3Wzx6K0wMtVCA24BRzhqNf6XAJe3XZAn8fUmr/Vd1zMjeGZlQOQ55O51+93/mWQ4W8Wc7xYFQUCr0ywtLoCT7/5uSlWllZXQBSMb/QzxS3v81hCgSCQblknqKrKjXfVUYdw4OCUIM/L/13N82bhj4YDLuyeTY4XPS3Qcn3yvw8TQv4CIA/Aaz15DAcnBsbopb85YG9/a+KDEfRKzkLvNMOuZs9KsYkxT3Y1ae0ZPN5yPfZ+PnY+dR0Z3k7lebXFGI8ZZIsxO2bNzofPbvuJ1gwCGruYaQ4icRUSUQ1s0bFwVFPr9NvPYTahJRTD43/aoY93vt+Fq8pK0Nwew7yJgxH0yigMuPHoa59i/tXD9IcVoMvb7aU5lWg4eAy//6gR1eMH4KVk7KqUwieLppq9+64YYlKsZf55AExeRYte+ww/vrYMkiDghdvHQaEUXx2N4Nd/3Y2fXTfcMl4nlfXFWw0H8eKcSggE+gsIq5pLSSD4/FCIGz/pjCWLOV6sPvztETp7+NPrhuvHZf1j3kv7IiHIogBJJKAAlyl1SwLqZo2FzyWiLRxH7cZdaO6IGhQ37ZBQaa+JVwcOshFHM2SkBDynuXMOegSSRc2exMm2+Frt9lD/TKCUvn2y2nZwfGCMnt9CKS6hUoTjCkpznbvG6Uah34UVt16kMyWl+V6suPUiXSHPLnffTi2TED4zyBZbCuUzb9XjB2jbT1Dt05IZ7KaaZ46Fjx9TuvS5+dtZ3jurtzL5ALLtHovtnq43qHZ9DHoFHOkUTGxR0GujxpmF9ReqqpqYp9/MughHO+O4f+12Q4zJosA977ii6sqdM8adi1t/876+36t3TzDNx4AiH7edoFeGzyVyWdNwLIGYouom62xOMsWrRxL0OrhUzz6vTCxj8Kk3d5rYumXVFXDJXSInqW/leX0VCRBRtOtwRkr6J6CxmrdNGGiIrVR2NPX/z8wcg8MdMSx49RPDd/vkekxqnpnQm9RjTzUG/PAPX+v7e3957UnqiYNsxslifRycOfBZZEWdaTV7Ds5gMEavbtZYS1ZjSKHfYfXOAAgCyVhLY1eTZqeWaafqJRKCp28aiTHnFhpq5lj7dsyXHXOWkRnshppne0Tl1li1R2TkerW899aOsGH7rqZjKPDJyPchY71Vnk/zCbSqx8tL2pLZ9bEtw1tYvyfDGGZh/YXCiacjoTgefGU7N8Z4580WDaX5XqgUWDx9FNSkSElHVEGeVzLMZyTOV7xsC8dR4Hfp1g2px66bNRaPva4xkIV+F/rmefD8pj24dcJAy3hNqF0sc6rKaDhOLee3uSOqHyfoldEZU1AUcOE3f93NjTmmFjqo2A9JIPC7BRwNK/p1pKjU0L95EwebxpuxmnNfqMf8dR/jhdvH4fOmDkTiKu55ZZvpu6/MHQ9BIFBVipZQzLZmT3LUOB04OK2w+111kP04WTV7zl36nwSpypsr3tnNVYpz6vTOLLBamn75PhTnuA0PYHZql3ZvAO2YwYBbwIDiXNy0fDMuW7QRNy3fjAHFuTrz5bFQovQmmbmghdqmzmrZsGJ25yeLBJIkYUayfzOWb4YkSXpNnywRBP0ew/ag36MrXabWPDLFq0uH9jGolTI257IUVcNUNU47RVC7ObA6x2z83aZp8zmmfxDFOW7u+RMCroLmind263Hy6Guf4pd//AwA8MPf/i++9/JHONAaNsynCmDZLcYYWzRtJGo37kJnjO9T2RlTsG1/GxZuaIBbEvDz3/8dlw7tk1GdlufZxxZgVvP7yNSRaO6IYu4L9Xjgle1wSYLOll/5+DuYtPhtXPn4O1j27l4kVIrmjig8soDvvfwRZizfjP2tUby/6zCOhaNYWl2BdR9+Yehfod9lyWqy/ze1R7FwQwP65PLnIa6oeq3l9Uv+hkse+QuuX/I37DjUblL5BBw1TgcOTjeYf6zpPpWlCs4OzMiKmj0HZyZYnR5jEpjqJnvD7JYEZ6GXZTjRmjQ7ZrAjqppqnliNUJ4PiMSst8OvsVpWzJjfo7FiXI+5FDVPOzVRWaCmeri4ot0Q7XwC7erluqPGqdoojtrNgZ1iaTYhvcZ03sTB+KKl03T+V5WVgFIgxyPpSqsCIYgmFNw16Tzcc8UQrH5vD6ZW9Mf5JQE93XLB5DJdVAXQ5mN23RasnzceC6eMgM8lIq5oQiE/vvYCFAVc3LH3uUSsqalEZ0xBQlW1+PPJGdVpJYHg4cnDMKmsL1RK4ZYEvDjnYlDKr4+zqsH72XXDLWv8Vs4eh+Vv79LbuXNVPV6uqUQ4puAfB9twy4SB8MqCId6tWE02zmcHNYN6SRBwVVmJQSyGMXItoZieKs7Gdc7zH+J3d11iEm1piyS4CrmOGqcDB6cG8URmFW0H2Y+Txd46T/e9HKnKmxMGFWJJVTnuWr0Va+sbdeXNs3M8zkIvy+BxZa5581nUpLG8bzu1Sju1S+b/la42+JNrNXGMhErx8IbP8PCGzwzbL7/gLABdPnZsQZX+htJO7TPPoh6OqZIdL7NJafeYTzbGmXLrPRaKpmyOepOyWnqNaaHfhV/84VNDjF1VVoJ7rzgfP//937nKkoUuASqluHRoH/xg/ceG+rigV+bORzShojDg4sZRenwvmjYSD637GM0dUSyePgqEEKyv34/bJgxEccCFa0f1M8wFY/Y8MtHrX1PVOHm1cmx+02Obsdq8mG7piOCuFz/CI1NHYmdTB7btb9Nr4byygIKAF/+WNmZXlZWYYov146qyEtwzaYhuHs+OAwBvNDQZGLkmC9/BWMIoJANoHn48hVxNFsaBAwcnG7JE+Pcph9nrNWBZUem/E8ETfC5wnvB7MRijF40rWDC5DLUbd2HVe/uwcvY4yCKBQLTaEGehd2YiFkugORTT3+QX+11wubS5isRU+GUY3vRH43Fd6bEzmtkDzo5Vsq3p60bNnhWLAdgzZ5G4Rf+H9wVgr0p2vMwmId3zEQTsc+vt2M+jYevt2aasll5jSggx1a0VBtyYVfcBFkwuM8UWGzeCrrh0JRUkn3pzp6FWjoHFm5VXYSq7FldUSIKAx2eMxlfHIjgrz4Pm9ih+fG0ZdjeHEMvA7MWVrtq8dIaxOOBGJK7iiZtG63Wj4Zhs6hObV958//S64fr1xWruriorgSRoy6jnNu3B/KuH4Wg4rt/H2UuWF+dU4mBbWD+/J28ajYRKcWuSEU0d37pZY/GdfxmkH/cX14+0Vf1NRSyDh58DBw5OPnqbN6sDM9rCfL2BNp8M/wk8FzhP+b0UkUgCh0JRNLdH0RKKYX39fjx49VA89voOfPO/3sa6eePhlkUU+/ynu6sOOIjFEtjRHDK93Rla7IfLJSHXK+CruIDPD3XA5xLRGVNQWuBFrreLueN5YrG1isfFZ5UY62THbAkWzCDLNAh6BTx0zTDsP6K14RK1v7urRCkIwOhzC7Crqev8Rp9bYKiHmzCoEHMuHaQ/nK94Z7fO3Mkiweo7xiGuaH1VKSCLMPj0PTNzDFpDcb39fL9sqAm8d9IQXeSjNN+LpSk+f+wcigNuww9v7cZd+jkkVIrm9pjhHJvbY7oQiUA037UHXulSq1w8fVRW1uwBMPi1qSrFsuoKzF1Vj7kv1KM034vnbh+n15Xx5j4cV5DrkUxvrhdNG4nfbT2AZ2eOwZGU+Sot8CLgFgwL8tqNWirkz789HN+/6nxIgqjPv6Iq+P1HB3D5BX1Q9av3URxw49+mDMdLH+xDzaWDceuEgVApkFBVEEJQNX4APLKAjqiiz/OQkoDe9zH9g3jw6qGGa6C2ugKyQLis98+/PTzjfDe2hnF2ngcv11SiT64bnx/qQGm+B7dNGGhSzX3s9R14o6EJP/zWBZixfLN+jHfmT8TRcJw7vkdCMcN3f3adgr553oyqvwyqShFV1JNSS+LAgYPuIWGTUeMg++GRBZyd7zc82/Uv8OtZTccLZ7HXCxGJJPCPlpDuQcUeEJ7btAfzJg7Gwg0N6Jv/jK4TAAAgAElEQVTncer0zmA0h8xeiIz96OeS0BmlONweNcmp57ol5HjsmblIBrVO+AFR4CvviQJbDGauqQvFgWZe/7za2ynZQtlPTrYvgCCeUA37P37jKAjQnowDbhHV4881pbME3BojIYkEx9oVjiy+Fu8i4bfPagYTCjWpOd65eivWprAYbkngpvS5k+qEHqvtkradUugP/uwYD7yy3XCMbIUgEPQNevR6urZwHAfbwnpdGW/uvbLIZXznr/sYr8wbj5Y0+4AlVeVo7gAWbmgw3edcooB4guKO1UaLhWkX9cf0Ze/pLN3Tb+3EbRMGYvk7u7ippbke0TCPCyaX6X3nKWLOS15DvPOzm++rykpACNEVTEvzvVj1nYu51/GCyWVYuKHBkEBZmu+FLAnI88oZ6/nY3+ylQybVX4aWUAx7D5trMLVrNkvfTjhwkGWQHTXOXg9FtXh28sgn1G72FYc4yAiWuhlJpm6O6R/UHxCmVvRHYVJRzVnondmwqzmLq9QkWDF/3ceIJ7crKsV9lw/GX39wOd6ePxF//cHluO/ywTrrxFipZbdUYE1NJZbdUoHigFt/ABQJsGiaUSly0TTN+wvQFjr3ThqChRsaMGP5Zizc0IB7Jw3RFzKxhMrtXyyhiWgIFu2z36yESrHi3d1YMLkMa2oqsWByGVa828XcReL8lLJIXGs/nJJCyfZ/+s3PEY5p2xVKdf83tv/9a7fr4xPvhiJWwmIO2HcowN3OWujOMbIZQa8LZ+V68MAr2zH3hXo8/95eLKkqx/r6/ZYqpJZxr1CTgfpdq7di/5GwaSH0k8lliCRU82J9VT1iKexU0CtjakV//d7IXl6kxksoqkKhXfOYqsZpxVAyNU6DamVVecb5vqqsBAsmDzfdtw9b1NQV+l1YUlWOSNKkvev6JPjlHz81H7+6Auvr9+t/PzuzHKs370VLyMg8p0JVKZrbozjQ2olYQsEf//egqd3a6gq4JOcxwoGDUwFJFPDszDGomzUWa2oqUTdrLJ6dOcaxP+lFiCkq6v5m/C2q+9sexJICZMcL52m/FyFVjCU95Wfb/jbdV8pZ6J35sHqDx96iW6VBMsn0XK+IC/oFDWIKjKkAtFQBHuvEUgUiCRWPvrbDwNw9+toOPHnTaADQbzyMuelMPnQyRUQ7A2ar9p9Itm8lEJO6GMy0ULITmLHan/XPJVkwjykPtnZtRBP8tDe24LWqe+R5nGUr3LKAx6aPQnGOGy5RwLFwHD/81gUIxxXUzRqLjmgCTe1RPLdpD358bZllLaVVWrHPJZo+SygUkky4308d87ZwXLcwOLfAy483ATjQ2rWg3La/Ta9D7Jfv5ceISEwee5G4inyf9XynC6qw+7aVl2DfPA+e/PNO1Fw2CGtqKg3X5xsNTWhujxmurbPz3Pjhty5AzaWD0RKK4dm/aIwmgWa9kJ7GOaQ4gJ3NHYbPWTpt6nnFFQWhmIKiEw8VBw4c2CChqojEjRkpi6ePgqKe2ELAwZkDwebZ53jhPPH3EjBGLz01LzXlpzjH7Sz0sgSSQLBo2kjTYoyla9gtRkIZTMODPi1Nkb09Yg+EdX/bg4dTrBuKc4x1O8U5Ll2AhVIYmBN2fJYmardYlQSi+5Clbk+1JciUhmonANMd03jugzcTaAG445/6/tQqFZW9ZbUSiWFj6BIFLKsuR1N7TF8wl+S44Oolb2lbQjFdKGTZLRXaPSjgxgNXnY9++V4oqjZGBT4XfjK5DK2hOPJ9MlbOHotZdcYaNZVS7liylwypnzW1R9E/38uNDznlunqz4RDunnQeSvO98Lll3PG8+d65pqYSLaGY4djMp2/dvPG6unFqjIikK7ZZumnQJ0MWCVbOvgiAoNcRAipkgZhYanbfdksiNw4TKsWm3S24oqyPfg2x2Hv6ppEoP7dQL+4vyXGBUmBfS6e+OG5uj+nnx7NeWDt3vOnz+es+xm9mXQSPLEGlWtvb9rWgJCfL1IQcOMhSUAr8+q+7Db/bv/7rbkegpRfB7tnleOE89fcCMEYvGucbCRf6XaitrkAfv9tZ6GUJwjbMmkcmWHZLBea+0MXiLrulAh45aSouWkg0szxMG+ZLljJbI1iZojMBF7dLQG11haFutLa6Au6kAAwzsTa1L3av/TwLGXtmW2AnMGN3fDvmEQDcEuGfo9Rl7M47hkvfDlAQw1va2uoKyL3kEo0luu5HQa+M4oDbJGjyzMwxAChmrnjfMAZaSi9BWziOx17fgX+bMtwkCLR4+igUpvjppbLTskQsrEkIinLcePzG0fDIAlwSwbMzy6GofBZWUSk+P3iMa3Nw56qtKM5x4fnbx+FoOI6m9qgeI6vvuFgXx3rmrZ34zr8MwrCz/GjqoLhzlbGOsDjAZyEL/S4UBdy4f81Hpjh8dNpILK2uwNNvfg6gK6WywCNjQHGu0ZKkqhwKhSHOGHNonTZrHo8JgwoRTVDcvtKYLVDodUzVHTg4FRAEC9and7wfdIDu2T4dD3rJY8U/N0KJBLyyiKBFYb6Tupl9sGK+GCvUGVWxZbfZmuDK4Zq1gp21gd3bIztTcjtmLBJTsYdjwJzvKwT8yGhi3Z327awX7Ezj7Y4vCQRTRp2FC/rmQqUUfYNeTBl1lqEQPhJX8SHHHuLKpD2EnUx2Z1TFU2lS/E8lJfrzfV8/Zs4EqCpFSyim2y8wdq0w4MKi6aPw6GufGuasNRTXFyHss3mr6rFwygjMXrlFb/dwRwybdzWb5uv2fxlkEIFhfndraiq58bG2phI+lwCf7EE0oUJRgf/5+ABunTDQkoW95sK+WPT6Z1gwuQyDi/3YfySMR1/TUuNvrCiFSoECvwuFAbceI2yxxdBwsN2yT6z2Jt2cvW+expjx7gM+l4j2cBQ/mTwcP0qmv77VcBD5Ptl8jNVbsXDKCNO1vnDKiIzsdPrnNZcNxqw6s6XDmppK9HN+Wxw4OOlQ1czCaA6yH3bPLscL5w6dxYhEEgglEvjyaBR3rqpHccBtSvlxxFiyE14LZszr6jIN55mWT0qaltvVzJ3odjtTdlkkXANmxpx5XAKmjT0HjUfCegrjtLHn6NYPdtYOdvVyVv1j+wsEuHRoH5OkPXtDGvAIuChppJ06/gFP1ytUWSIoH1Bo+I6B/bSRybarS8w2qKqx/mvuNwaY2LVHpo5Ec3tMX9T4XCJ3Hs8t9BkYu8ElfpQWeA3xcnPlueiMK4ZFIUOmms62cNxkeO5z841sfW4BcaVrHtfUVOrHu7GiFNXjz9UXQGyfgFuwPLbV5wte/QS11RXI80qIJihkicDnEhCOq5ZxLMuyIfaWVpVbXrdBn2z6bHCxHyUBN9d6gfe5LPIZyN4iKOTAwZkOh9nr/bDLOjpeOCuALAVL3fTKov6A0tiqvXFeOGUEBhb7IQvEWehlLQgEwSiAot3Qu2reMtWD2Zmed8cUnfvGP6UmLtMbRjtmMZGg6IgkDKllT988BrluKWP7qTWFmfoPEP7+3x4BQKuXysRshqJm9cd5q+qxdu545GlihPbsp00fT1Zu/ulCSyhmqPMqH1BoWUPMmKrOGF+A5Mu2sEEIxC0KONAaNlkvWO1vFR8Cpz6OMX48w/OHrxsOWTSKurD/z7l0kP6yILUtK+uFTNcUiy9WX720qhwukWS8zngM3lqLY6cv9lLj0C0JhvuMWxIgCMRgySAQYlk36ci+O3BwaqCqves3w4EZcSVzRtDxwnkfkIVgYizRuKI/KDBs29+G2Su3gADOQi+LkVApnvjT57rqZUxR8cSfPtffovtcAtbOq8S7D12OjfMn4t2HLsfaeVqKGtDFjJXmm+XtAU3gZUlVuWG7Vk+m7S8KBI/fOMqw/fEbRxkeEDNZL9ipZSZUintf2mb40br3pW36dkEguPvy83SxEpco4O7Lz9OVKgUCLJ5u7F+qQbVIgNmXDDT0b/YlA3XrCKuaQN16wcpAOkX+2O4cXZKApWljvDRljO3Y02xDao0eAEtrAmbYXZrvRb5fxrLqClOcbtvXikFFfhTnuFGa70VcMdtc3LV6Kyjl2xy4JIEbvwIBt0/xJAs794V6zFi+GXNfqMcbDU2IqxQUXceo3bhLtwwRBWumK/3aemSq5q/Iu+bYNdPY2mU4f+fqrVBULc7vnTTEcB3cO2kIBKLV0KUfW0gK0KQeQ6tjFE39IQRo6oji1t98gNkrt2DG8s2YvXILbv3NB2gJxSAIBMU5bvTL90GlFKFYgtt/j2O94MDBKUFv+81wYIZC+b9FilOz98+FdHuFP3//Msu3rc5CL3tBVcpN16ApHm4tHXFT2lm/oBuAvel5Z0zBqvf2GWqgVryzG3dPOg+AdsOR0974y5KgFwmrlCLHK2Hl7HG6sqAkQt9uxwzaLZRUSrkS06x9gRB4ZGP/PLLQVTNoI7DisqhVYg/V3bFFsDvHuIU9BVsw2u2fbXBJouF8rMzT87yybhew5C//wM+njMAL3xmHlo4Y8rwy/razCZcNKzGk2K6+42JuvMiigF/84VMDC9gRTSCuqNz4pRRfm3WLK6rhWlIpxWPTR8FtoYgrCQR/2H7AdO39+NqyjNdcaX6X8Tl7gPMk1TNTr4OlVeWQRQHV488FAKytb9T3j2YQdkrvz4LJw6FSK3sQo8qpSilaQ3Gsr2/k9t+47HTgwMHJgF22iIPsh5VegejU7P1z4Wg0jsPtUSyePgpt4Tj++PGXpvxeRyEt+6FYpPitnTsegGYabiX2AD/z0RuG/Ue07S5R+5v56MkCwabdLfqDIqDdUL73zSEAtBTDe17cZrrh6AIuCsV//OFTk7Q9W0x6kqzWnalxmcIC2Fkz2ElMKyrF3Zz+rU2xZshk7UAAPDtzDI6E4vpioMAvg91OUyX6Wf8XTRup9w/Q2E3eOTKmhlKgfm8LJpX1hUqpLqLBBFzs7DWyDYV+TZmSSfzneSWTYuzS6gosev0zvNHQpDNDRzpimJuM5TH9g3j65jG4acVmQ2wfPBrhxktxjttgc/DszHJdcGXJX/6BqRX94YMIjywgElehUIrVd1yMX/yhQe/D0qpySEkm+/612/W+Pn7jKEgCgSCImH3JQMxf9zGKA27cd8UQnFPo05m69NoKjyTgpovPgaISCAQoTNpNSBbX3He/OQRzvzEA1eMHIqGo+NP9l2Ldh19AEgiiPHP4ZKrwXau3YuXscVhb36j3VxYFy7hfX79fE8vxu/Dja8vgkQk6oir/pYdk9C8UBQGdMYV/z7jy/J4NJAcOHHCR6T7loHfgZD0XOIu9LAFL3UyoFP0LfFj+9i5s2t2CR6aOxNufNeGlOZW695GTvpn9oJSiOOA2LHZqN+4CpV1pkJmYMVmEiRmrra6AnHyGk0S+bYDErA+6IYBy1+XnoTWkMREuUcBdl5+nC7QIApDrkw3MnywRvZDcbyGI4XcL+v6ZCtETKn98UtNcV84ei/0pgh79C7x6mqtiwRyyVImAW5PoT2WGinLcCLi7brgqpchLO0eXRKBCa8MjC6hIE3lZWl3RbeP6bEQ0YRzTZdXleP72cQC0tFafS8CCycPx42vLIAoELokgFOlK/9y2vw3xpA3CmP5BzJs4GEGvDI/cJVjEFlwDirQF19q5lfiyLaKbhd97xfmG+CkOuPHQNUPx4CvbU/pVgX//PyMQVygEkpnJPtAWwe+2HsDzt48DIcDh9hgOtoVBgl7EEipW33ExFJUamK6ECjQe6dTbKs33IOjlx3zQK2Dy6FKDqfrS6gr4XAKORfh2Oiz+PbKAtx64TI89QiiemDEa31vzkd7WEzNGI0Ep7rvifMP1vrSqHF6XaH5hUV2BfG9XjZ+qUoBSnFfiNy1ua6srUBJwn7oAc+Dgnxiq1X0KThpnb0FUUfHhniN4MflMLxCCV7c2ol8yff54cdpXBISQ/gCeB3AWABXAckrpk4SQAgBrAAwAsBfAjZTS1tPVz9OJ9NRN9gYZgC6hLRCg2Of46PUWeFwCHrpmqOntDlOrtGPG2iMqV2BkTU0lcr0a60RADT8aBBQsLdxKkl1maY6EIBxTDA/2zFAaADpjKqqS3mmp+6+pqUS+H+iIqlxBjJ9dNxx5PvtCdI9kMT6MVQN/sct+EikFHkg+/LP2H3hlu95+OK4xd/0LfIaFXDgO+JmHNAUOtIZNfRhc5AeSx7dkXwFIVixMlpqqpwu0NLaGMXfVVt1G4aqyEpM656JpI3F20GuItYRCcVVZiWGxXzdrLF76YB8WTRuJgFsyLE4WTRupWyEAXTYHbN8Fk8tM9X5zV9XrDN9tEwZiQKHPksmOKyquL++HW3/zgb5w/OFv/9fwEuKx17XjM6buy7ao6drI9cjYy7EjKfCZhWxYnFilbbmT8Z+qdrto2kicXxKALBLjw6BIIIuC6X7ALBkCbsl0Hf7i+pEoznGbFFavKivB6jsuBqA9eOb7ZEhOzZ4DB6cEqk3GjYPsh18WcdmwEpPKt18W7XfOgDNhZZAA8ACldCshJAdAPSHkTwBmAXiTUvpLQsgPAfwQwA9OYz9PCxij53eJqJs1Five2Y219Y24a/VW1M0ai7X1jRhQ5HfYvF6GWNwsSDF/3cd4JZnGKYkCP51D7BJIycR8KRSYu2qr6UeDpYkKBNxUApZJEFcp6v5mrAms+9se/DSZZtkdgZag14VBRX6IAkGB34Wg12XYzuu/krKdNz4sjTNs4/On2LQfTahY/d5eTLvoHIAQUEqx+r19ug8fAMQs+vAyUxy1GQPRYoxPUGH5tCFdoAXQzteXrDubWtHftKhh41U36yLMXqktKNZ9+AV+fG0Zqn71vj5H5xb60NweQ1HAbVLAnL/OqPDJGGj2HSuhmOb2KKZW9Mdzm7S4XVpVDo8soiOaQFN7VL9eFJXi+ff2YsHkMpxfEsB//vFTU/3bvImDsXBDgy6CxFI+U2sJKYB3dx7BsL5BiAJBLKHi3Z1HMLJ/gWWc5HhELhtIKf8YCZXifz7+EuUDCuGDiJii4tm//AMPf3u4Kda37W+DzyVCpdTwwgEAfnadVrOXvoAPel2IKxSySOASBfikE3sAceDAQfehqBQzKkoxpbzUwPo4Ai29B5GEmlHl+3hx2lcHlNKDAA4m/99OCPkUQD8AUwBMTH7tOQAb8U+22MvE6K2tb9Tf+nokwVno9TLELNQgmehHQlVNAikJVUFC1bbbMV9xReUvBpPtRxIqfrf1gKWYhGDjEWcnPuJ3ibhl/LkGEY6lVeXwJxcGVv1n9XBxi4VUPCWNc0BxroH5YKlxgJZS+KN/HWZaLDOlTFkkuG50qaF/tdUVuoceYJ/qajcGlmIaN2dfGqeaXBTxzpeJjlgtulo6Ygj6ZDx/+zgIREvtjCW0xfiDVw/FD9Z/jEXTRuJH/zoMR8NxbhvBlLTDdMEVK6GYllAMZ+d5cNuEgfi33/8dt00YaGIMXZKAPK+sx/rSqnJu3A8s8uHFOZV4q+Egzg56MGFQIeZNHIwjoRhaQjGsr9+P737zfNxx6UBDTC1Jxjyvf4pKcTScwMZPD+lp+gIh+O+tjRh/XpFhfLquoQpMvag/bl/5oaF/KgUWbmgwfPbcpj26aFAqUmv2UhfwN1aU4o5LB2J/SnpqZ4EXA/J9kE/wrbMDBw7sEfCImHhBH1NpQMDjXH+9BXYviY8XZ1T+BSFkAIAxAN4H0Ce5EGQLwpLT17NTD8bopb8Jv2v1Vsy5dBBK871QKbT6Co9s05qDbANLo0xFaoqfSAhaQ3HMqvsAkxa/jVl1H6A1FNfTKCnAZZ3Y7YItplKtCR66Zqi+mPLKIq4v74fZK7dg0uK3MXvlFlxf3g/e5EOdlUccSwP1urT6JHYO7EeJmcLHLIQnYgltsalSfv/Z/Y6lsaaPD0tj7bQQsOmMqXr/2UKPbb9/7Xa9/4oKbhqskvJs7LKYI6boaTcGYoqIDJNYbu6InrDq1ulASyiGf/9Dg8kGYdG0kajduAtAlzpnKkrzvcjxSKj61fuYtPhtVP/6fRzuiKG5PYr7rhiix5jfLeH+tdvREopx22CLFjbGrMi9NN9ol8C+U1tdgfX1++GRRfxg/ceYWtHfFM/z12nx7HVJ+jb2/fS4D0UVzFyxGRUDi+CVNaXMW3/zAabVvoeFG7RU0Sf//DkOtEZM9/NoQuVaGrRH4th7uBNr6hvRcPAYqn71Pr7x6F+w+M870RKKGcaHtXfn6nrTMX6w/mNE4qrpsx9fW4Y+eW70y/eYxobV7MlSV4zfPek8tHTEsODVTzBj+WYsePUTHG6P4khn7MQDyIEDB7awEmYLx1SbPR1kCySLZ5teI9BCCAkAWA/ge5TSY6SbDzyEkBoANQBwzjnnnLwOnkKkirG8XFOJTTub8dBvPwGgXdyiQJJF9BJKcz0Oq5dF6G68lgTcXAEVJoYQt0khjCasJNUZM8jfXzc9V9SMaZKWrFZytdQZ49fk/fS64Sjw2zNzMQvmkfkOuiQBq+8Yh7iCLgEYETozZ5fGasec2m0H7FNdEwpFoV8ysDKiQJFQukRuHpk60sQSnWlrve7EbCyh4I2GJjS3x/DSnEp82RaG1yXC5xLR3BEFAKyv328S+Hh2Zjl++cdPTQug524fh+Jct/55rkdjBWs37jKN2dLqChQFXNg4fyIUlWLtB/sws3KAgTVVKcUvb7gQ/Qt8UFSKd3Ycwj2ThqAzpujM4IRBhZhz6SADkx1XVBACPZYkgWDB/2fv3eOrqO/8/9fnM5dzTs7JjZAgEBRQwEYFIYARty2W1rUV63cFr4CCLTerbm9qd1vbbt2Llrq2XkCgFquggrDddtVW96d1bWutclHa0gqKKBFKQkIgOTm3mfn8/pgzk5kzMzmBJCTn8H4+HnnAmctnPvOZ98xn3vO+za6z3SCtJDLWcivuNNcNxyomb7m0WlhfbK2SDLLEzMyXqQxCsowNr3+IdQunQpa4y800mdExrCzcrdusc1l7MuNZxgAc7cx43LEfcMTsOTPDccbwzsGjrsQBL+86iFFDSk5AqvqXYnwvIIqXnsqrZgjcdvGZmDGu2g5PeG1Pc6+tPsTgQZGYb5ZnpZfxHYNCS2CMKTAVvQ1CiP/KLj7EGBsuhDjIGBsOoMlvXyHEGgBrAGDq1KkFLfHJpIakoWH/kZQnRuP7V56LO/7rT3Zw/ohSUvIKkZ7KqyxzjK+OYuOSBmiGmWW1OqrayRDyuRDmqxOXz1UgnzLGg9rPaipGtkj1i7vct+23Lqszzy+Pi2MojxunIQSOJTRP2QPL8pjPjTXf+AT1z1nPqLuaZgAAAbQlNBw6mrLd3oaVhzC0RM2eg38tRCvucbDQE5m1auzt2N8GTTfs5DeTR1Xgrtl1GFcTwwctnbZSczSRMQt3M3hkpPFIAh1JDX871lVuwbpeO/a34QcvmGNeFVUxvDyMwx0pXPXI7+3rfN9VZgmC6tKu8jPHkhq2bNuPf/7cx7DxjQ8wd+rpUGVuX+dw1hrn52K5p6nDI0v3zpmIn+/4CFdMHulSPO+7ahJYQOH208rCSGsGVi+od5UrkTlDWyKNwx0pT/KZ+6+eBAHgP57/C26++CxbmUtmDMiSv4zmumbWVpr193KXyRJDLCRjySfOxNBYCBJnOK08jIqIatfZS6R12527RPXPLhtRBpWDEIDiei8gip+eymt5RMLHRlZ4whPKI+TGWSykdYHn3naH0Gze+iEWOPIFnAgD/pRmpgnvUQB/EUL8p2PVLwDcmP3/jQB+frL7djJJJjUciqcQT/mb6WeMq7ZvbErGUvxomoHdzXFcs+Z1fHLFK7hmzevY3RyHln1py+dCaNW5c7kQOurchWT//S1lKp8rQSxkpsLPdf+KhayYN//2rWyeVo2yXNc1Z406XzfU7DSY0YWvG2hGt4qyd+8Gqjrc/Kzjr5g7EapD2fQbv5Aj86DEGaaPrsDYoVFUl4YwdmgU00dX2AqhLoAlj2/DosfexDVrXseix97Ekse3Qbf6IHF86eKz7GuW+7uQqIqqWHvDVNRWRvC3Y0ncf/UkXFJXg69dMh5nVsegyhxn1URRWSKjI5VBWJFw97O7cCBbP89JbWUEJapkW/EsxcS6Xjv2t+HuZ3choxuQOHPVW2w8YmZVjSgMt84ab7spb9/Xgm9ffg4YY1gwYww2b/0Qn1zxCv7lf/6MlfOmoDSs+AbFpzQDuo8V/M4tO7H4E2M9bpRfe+ZtIFu4PfechsZURFTJ5Tp926zxqIhw3DprvJm9NacPX9n0NlrjGbNUBWMuF8oj8bTnHlw1vx5DoopHrs+oimDdwmnYuKQB6xZOw8PXT4YqcTDG8OWNb2HmD17BdWtfx7FEBl/+zDjEwpYrcpc7d5BrdDJDLmQEcTIIej+Mp+geLBZCMsfnJo5A4xEziVjjkQQ+N3GE693jRBgMGsNFABYA+CNj7K3ssn8GcA+ATYyxLwD4EMBVA9S/fieZ1PBuSxzLsunAgyw2G5c0kKJ3itDUkfKNGdu09EKMqIhAlZlvQW9V7rLcPfjyHrcb5ct78L0rzgVgKnN+rgKWMmfFm+VamK14s1RGQDcMV4p33TCQymQtf3lcHBMZ3bbyON3mbp1lJoCxaq05MS2LXW6o3Vom87hhShJDVUx19b8qpkKSusbPEO7SFIYQLneZEtWsj+ZKMuNIApPfFVSAc+5K0b9qfj1QgDWTOGeYMKwUP7v5IhiGgZRueOq6PXz9ZFx+fq1dK+/uK87FhNNiePj6KfjSk11yeO+ciUhmdJcVT5X86x5y7m9FcyomV9fX4rJJI11fw1fOm4IjnZpdIPybl9UFylNYkXzXqTIP3MfPPVfmLPCeXr5+G+67apJve9WlIextjttyYi3/0pM7sHFJA+658jycVh6GxBlCMseXNuzwWJt/eO35npqSKc1bnsUqx1BTGkLp8JDL3dsQ/ZM4gCCIntFfyTuIwQMDwLMf9iuR+kwAACAASURBVJzvdr2N7hhwrUEI8Vsg8Dxmncy+DARWfF4yo+Ou2XW2xcXPvY0UvVOHjG4ExhABQCJj+CpzlgtgSjMC3Ci7sm0+lLP/Q47925M6XvnLITy5uAFCCLBsiufPTx5px9x9yafejxUzGFQw/IdZF0fOTNe1vYfj9vq2RNp2A5UYwyV1NZhTP8rl8mYlL8nnBhroZppdn8gYeG1PMz5VN9wVf/Tpc4YDMCfV7s4PCE4CY9USzOcqmtFFt3X4Cg3OGaqiqumeaQiPItEaz9gTWOORBBY99qZdPy/XlXVO/SgAsK14G5c04OCROMYPK7Pdmt9rOoawXOY7xs6XosWfGOsp1+AsXfPiriZ85/JzfOVN5gw1ZeFAl96g6+vnnhukUFqZcYdEVWxediFa4mk7JrC2MoIPW8zsl/77Csx/9A172W/vvNjlvgoA1aWq+fLg6M+jv90b2J8SVcLS9dvws5svQsYR+xt0vr1NHEAQRM/IN+8RhU9S6/7d7kQhzWGASCY1HEtl0NSRdn39fuj6yVi3aBoWrXNbC0jRO7WIqlJgDBFgxuz5KXPfzMbE5VM0dEOgud2dRa+5PQ3DUTbgjweOYvzwMvuB88cDR3Flfa29v9+LonN/v5dOa1JSJIav//0EfHQkCcB0Yfz630+wg5AVieGWT40LDFLOZ3mMhvzXR0OWyyTDjHHVeK+pw7YUzRhXDVXqGp/uzg/I/5VVcSS3cFo3rYyhQZYSQxTmV1pnAW4/K5WfwvLAS3vwvSvOcVmo1y2ahpaONDYuaUBnWseoIRGUhDiGV0ax+1DX9aodEkUsxD1jvCprobbkX+bMd5wtWbRi9nILvq+aX4+wwrHm/97ztaKHZP/rK3N/2Q26JyXOcM+cc8FYtt5kiYr/mHMu/vPF3bht1njc9d9/wrKZZwbEyML1OyRz32OHFO4pvRDUn7ZseYu0ptuxmJZcdndPEX3H6G88d1zb77vnsn7qCTGYKAmY9yxvEqLw4QxY8okz8eWNb9nX+IfXnN/r+rukPQwAlttmc3vK45pzy5M7sPaGqXYxaLLonZqk8hTWVLi/5ctSJPIpGiWqhO9+vg6tcTNLnypxfPfzdYhklcnSMMftl56NxtaEvf72S89Gadgd85f7omhlw6yIcI8b3yPz61ER6YrJS+QkkkikdZRny4hkdNHt+SczAs++1egJYr7xorEAgM6UfzbQ71x+DipLzONbaeSd42MdPyRz3/FVHX7zPfnKWhaWXa6HZY77mLPuk9wUGs4C3H617TrTumdZc0cKyYyBDV+8AIYwXSbbkxkk0rqdVTKtG0hnBA47npfW9SoLyZhwWsxOZCRxs06fxLrcnCUpwFtC4li3cBpOryox4+UCrKwfH1+DZ30C5q+7YDRKVMl1fa0+b9/X4u6TBIB5FdMVcycionC0xgVu3vCGS0H7t384D7ohUF2qoiwsexTO+6+eZPvEWG1lAp4bT3xhumvZnVt2YsuyC7F6QT2WPuF0tZ2CDa9/kL2XJTsWc/HjW6HpwfdcxeBLyEkQRUdn2sC+5mP2+6HEGXZ80IIhJVWojA5074i+gIHZih5gPq+/vPEtPLP0wl61SxrEScZKxLKsmxiNeEqDbgicVRUlJe8UJZ/VKKT6WyJC2S98jME3Js3SI4QQ6EzrnpdnkbUqJdLBL9dlEfMd0+/F1VJTjia9bnxWfFI0bEal+R4/u3++bKO6YWD1b/Zh9W/2ubaZf+Foe/y6ywaar3SFEmCdURyKXEmA9bAk1JUxNGO4rXQZQ8BAYZVe6CnOAtyPvPKeZ2xqK8O476pJdqZO6wNAeUTG3c/uwou7mvCLWy5CPKV55S6sBF6vpra0+xrMm4LyiIInsjGhITkolTXs4/zmjpmBVtbTq0rwiQnDXFZ20zLmHYOIKkHiQP2YobgmJ2PeqMqQr/KfyvgraE8vaUDEYXG04hxHD41ClcwajQywLaBVMRVagLW4rdNbeiGlGaitDGHDFy9Ac3sKLfE0Hv71Hiy6aAyWfHIsqqKqKxazM6353nPXN4w+caEhCKLHcAYMiUVc8cf3zpnosvAThU1Pyj6dCKRJnESs+DzdELhrdh0yuuH7xXl4eZiseac4+axGyW7ixRA10/du2bofc6ee7pu+N613r+zkU4byxeRlAurkaXr3df6s9vPF3PGAmD6eJ6bPzpQZUIfPctNMBFhIXDF7qW6+spaYGUF/ufOA5xrckL0GIqD0wncGWemFnsIclsod+9vQkczgyS9egINHk2hLZKDKEh79rVtmKkpkXLvmD/Y4V5aonnG/ffPOwMRVhuET95i9TlZM6PiamG8q64Yzq+39pG6srIaAbyF1MzZTxdBYyI4j3HXgKEpGlAfemwfaEqgbUe7aPpatIZh7brohXBbH6lgIad1AS0cKw8vD+OXOA1gwYwyqS0Ou+9vXNTNH2bPupY6kgXk//oNr+10H27FxSUPXvcYZqktD+OiI1zJL8UIEcfLQBbDnb95al2dUkWm9WMgXgnOikDZxEkgmNXRkNBw85q6f99D1kz1fuik+jwBM3/x1i6ahsTXhiFGK2L75+eK9FM4w78IzwMChCwFF4ph34Rm2ZSpI2emynOWPybti0mn42PAyGEJgeEUEV0w6zVUnz89N1HKDNPIoW/ndUP0tm9b4cO5vNeNZa0xECajDp3Rfx9AZs8d5wFfW7DEUiWH2pJHubJ3zpkCRu8bo1k+N84kFK8z4C4kBD10/GUfiGZSoEmIhGarMbQU7rem4ccYY1zXJVeKC5FoJcMVUAjJihuQuN+IZY6s88a+PzK/HXf/9JwDA5FEV0ITwWP9WZWNE42ndXxkTAmnNwP7WRLasgoxxw8pgBMmOEDitosRj8VOD3Ew5sy38k0dV4Dufr8OReAa6IbD7UAfmTh0FQKC5PYXOtI7PThzhmwX3/qsnobxEsY9hyXprPI3SsBzoQdDcnrKte0D/FfslCKJnBNW6pJi94kEOePfp7Uc10ij6GcttkzPm+dp7y5M7sGLuRNs1JyRzDAkrpOgRiCoyPsq43SgfmV+PqGLKhsT9XxClrKYRVhmaWnUsX/+Ga1I4fYi5f0SR8M+fOxtf2fS266XQKkoe9AJq1ckri/hPOmXZmDwOfzdNa0oKUgYtRUeV/VPtW6Ul8mXCNIzurWZ6QB2+Z5ZdaPevu5hEIP8xgmoBWnGHqmK6/TnPMaJKUJXjlZbBgSJzZDTDc82//6t30NyRwsPXT8Gr7xzCXbPrMKI8jLAiwRAC6xZOwwMv7cGO/W0QQviOu1VTLjcGNCT7fwXV9C434ll1wzyZZxNpHc0dKQDAspln4r2muCcr6IMv78F3P38uQgH3gsQY4ikNEVVCSUjGhy2deOClPbht1rjATLJ+Mrtl2YW+7sAdqQyiIVNJu+PSCUj43E8y57hmzeuorTTLKbQnMxia475dEVURUTgeWzQdnJkWZ93Q0RrPoKUj7Xtuf/1bO+5+dhfW3jAVE4aVgnPTwulnIV30d2P7W7QIggCQyOPRQxQ+nDHfWPDexvKTVtFPWC6bmiGQ0QVk7v+1d1iZWR9pWDRESh5hc7gzE1xnT5Xz1rHrSAYnKCmPALoQtqJntf+VTW/byk4szHxfrmNh8wDHEsGTTmkYSBsC637nVoTW/e59V/rgdI5icP/Vk+x1iYyBqMoxbljMdpHkTNgFnINiGi3LZGA2T5nZx/b1i7eK1sv+528pm4AZP/HVS8ZD5hI4A6piIXz1kvH2NcgXd9meMPDMmx+63DyfedN08ywL90xOBhOa4ZUpywUzrRnoTOtYMGMMnnjtfVSfOwLLN7gzDkMIhBXuGfd750xEIqNjzavvueTpgaw851rAx1aXQBcCD143GbGQjLDCsdQRv3l1fS2WzjwTG754ATK6QCKjozOlBZYqkSXm8cC476pJUCSGzrTuugfvnTMR2/e1ejLN3v73E6DK3LecSlIzMDSm4CmHa5YsAZvfbMSn6oZhxdyJOK08jAWPvuEZ26cWN2Djkga7nMK3LqvDvz63C3PqR6EEEtK6gc1vfojLJo103Qv3XTUJsZCM7//qz1g9vx5Lc2Ien/j9B2g8ksDix7fiZzdfhOrSEGTOcFmOpdpZm5MgiP6F6uwVP7IEREOy/SEcMH/LUi/b7WW/CB+SSQ17WuKuL7UbvniB7xfUkMzJbZPwEFQU3Ip5S+WJmWMMHpc5Z/KPTB5lpz1h4IEcZfGBl3bju5efg9Jw/kmHBxxfcihCfsqmbfWSOA4cTXqUtRHlphak5IlpzOjCt46gZXXLWwNP8y8an9G6JlVF4khrAl/MyaJoWT/zxV0qkv/Lc6G6xQXJlGYI1zk+tbgB12UtwtY2y9dvwz1XnmdbPq1xb0tk8IMX3sGKqyYFJtxJZbo+GlxSV5N17+26Jg9fPwWX1NXgxV1NuLq+FvMvPAM3/uQN17P5cHvK91oxxqAbwKO/3eupU/edy8/xWIfv3GIqtwfaEh4r3JCo6ltOJaZK2N3U4flwc2X9SDQeSeL7v3oH919zvu/YpjXDtuzdO2ciZIl5xmn1gnpPHOTXnnkb6xZOQ3WpCkVmLjk3hMA/TBmJTdsas8cws+bmq81JEET/QnX2ih/dgKf8kiEEepmfhZS9vsay6OVaPf7tuV2eL9YUn0cEkS/BiMLNbHxLn9jmWm/FtIlukkoAwcqO1X4mTx0/OaD0g9zD4+ezzKUCXiwtZY1zhvuvnuRxQ3XWEewuG2e+mMB8ReOtPnZXHiIk84D6bKYymK+8RKHhrMlmUVtpFgV3nmMqQCk8rTyMxiMJPP7a+7j8/FrXszLIrZZz5rKAz6kf5Xn2funJ7Xj8punYdbDdt8D6vz23C3dcerZHHn507flg2cypiy4a45GVoLhOzpivi/DGJQ2B1zvICt6WyKC5I4XGI52+53/wqPf+yt2uKqr69rMzreObl9V5ErTUVkbwxE3T7f8zxmAYIu89RRBE/6IGzClqgcZ5E17SmoGbHtvqeSb39r2AtIw+xOm6uW7hNKx9dS82bWsEALy4qwnfvrwOjy2aDkViVD+P6JaQzH2TIViKQizsdXcz3Sx7lsAlX9p/mTMs/fhoTyZJS5kLKxzfnF2HjCZsF8Zvzq7rSnAScHw9e/x8ljXOgC/83ViP65z1AdNMChN2ZcIEhH1++bJ5RlT/mMCIenxF1btLcqMqQFmJ4oqVUmRmx+QVm0tOVVTF2gVTsfiJra4PWh3JjO1q+Mgr70FisK/N5FEVWDbzTFRFVYRkCVfX1+ITE4bZVuWqqIohURXxVCYwaN05hhUR/8yWjAE/vWk6ZM5w1+w6PPLKe9ixvw2A+WxeMfc8lEUUW544Y5AkM5FQc3sKQ6KKJ+YtSMaCZKe76/2li8fhS09ud92LEgMm1pbhkfn1eOCl3b6upPf88q+utnQh8PD1k9GaTZLTmdYxNBby7eeQqArRzX1q9eO7v/gTvvKZCSgLy/6xiGRVIIiTgsSBEZVhu4anzBnCKgfdgcVDf70XkKbRBySTGuIZDQdysm2unDcFALBpWyNqKyNIZgSSGR21ZVQ/j+iejCGwfV8LnlzcACEEWDbFcvV5IwCYMXlBbpZlkeBU8pJdaM8/uch3s5azEpVj9vm17kySjqxfQgBHOzMeZTSaTfCS7/j5LGtC+LvOWf0LKxwftaU8SS1GVoQAmMqyX/uWstyRNLDiV391xTat+NVf7fHLl6AGAMIy901yYx8jYWDeWq/VZNOSBpSFi88lR9cNyFmXwAmnxZDMGOCM4XB7Cg+8tAfNHSncO2ci2lMaHr5+MtKaGaPn/Er98PVT8PzOj2yFoiWexppX38Oii8Z4atSVlyiQOcPTSxowNKZCYqYdzk+RlDnH3c/+GS/uarKVmB+88A527G9DbWUEGR04dDTp+WI+vDwMzhjSmsByh7vuqnlTMDTqlTHrK3vQdQ1abil6QI4VXABb3z+Mb80+BzIHnl7SgHhKQywk41/+58+2wmq1pUocEucuF9LHFk3z/TD00q6D+OTZw3wVuJAs4a7ZdfYY7TrYjl/cMsP3Aw9lAiSIkwMDfOe92uy8RxQ+/fVewIQozK/IfkydOlVs3br1pB0vmdRwNJVBc0caYUXCwnVveC7QuoXTsOixN7Fqfj2Gl4UQU2RS9AYHA/5G3Z28Hm5PBsasDS0N44OWOD654hXPfv93+0ycURXFgbZO7G9NeCwBo4ZEMKKiBE3HEmhqT3teAGtKVdSURfDRkU47RbyF5UowsrIk7/qDbZ340Of4pw+JYHhFCQ60daKpPWWn6e9M66iMKqgpDWFEdn1LRxqHO9IOC4WKoTEVwyvyH//Q0QTaUxkA3LbGAAZKQwqGlUfwYUscn/AZv1fvmInTh0TRkUzig1bTTdbq/+oF9ThjSAixsBk3eKCtE1ev9vZh09IGjKgowYetcXzi+8HHaOlI4sBR78Q9ojyEqphvhpZBLbPWNamOhfC9/3eu67ws5aq61MwU2dyRRnN7V7ZZi9rKCB6/aTru+eVfMKd+lG3ZkzhwpDPjkpcx1SXQdIH9juQsIypCyOjAAy/t9sSMWpYwS8G7a3Yd7n52l+lOX6Lgah952rSkASndwIJH30B1LIRlM89ERURBZ1rHx4aXYvn67fYyy3K5esEU/3urTMWhY2nP9R5WqmL6v7/sGc9Xb58JAaA1nkJ5RAUAO6nLlz8zDq3xjOsYK+ZOxNihUdz18z95lLev//0EhBXJVtQOd6RREVUQUTiOdGqePsVCHF/duNOlTG775iy0dqbReCTZVQ6mMowhUTVIXoFBLrMWo7/x3EnqTf+w757LBroLxcKgltd88x5R+DQdS+DQsZTnw+OwshBqyiJ+u/RIZknrOEGsJCyHsy8sj9803df0qsocG5c0kMsmcVwk8xT1zhdzZwjg5b/8zZMmfYGjoDfncFlKODeXA/ldCfKtZ4whrHBX+2GFg7Euy93KX7/rsqyt/PW7dkyezBiSGd2TrdOyDOY7viEEWjoyHmUzGrJKV3RveUxmAFVyJ65QJYZkBrDeazN6QB90YZ+D7xc6+xjBGVMLEeua3DW7zhM3d+eWnbjnyvPAGMOug+146o0PcMelZ/uOX3tS8yhqj8yvx8pfv+uKF3tm6YXQDHdG15XzpqAsIuM7l5/jeilqPGJ+eLjnyvNw34u7sWzmmZhwWinWLZyGzVs/xPUNo337kjEEGBiqYyF8/e8nePpUXap64maFAEI5SU+EEHj01b24ruEMlzsoYEAI+MrJe81xPPDSHtxx6QTc+pTbqihLHA+8tBsbvngBWuNpNLWn8P1fvYOH5032dX8ujyjY2xz3WLrHDI36yuAdl34My2aeaZ/bJXU10AyBwx1pT+KZsnCB1gohiAKj2Fz/CS+aLvCsT4mbG7PvbicKaR/HiWXNyxgCy9dvw31XTTJjHAz/+lAUm0ecCPlixlSJeWJzhkQVqNlMjhGF+2Z6jGRj6gSAJY9v88jr5mzphXyuBPnWGwEJTjZlldVwQEHxsJW8JE+2zrzHF7BfeK39v/ZM1/75YhZTmoFFeYKk88Ud5gumD0x4MbswE15Y1yQobq62sgT//vwufPUz43HjjDHY35rwHb8SVfK4NS5bvw13za6zx2ryqAqcVh72ZPW8ecN2bPjiBYEvRSMqIh6l7d45E7tNiPS3o0ncNmucJ+HQsvXb8OTiC3Dd9DNcli5dwFd21i2chvk/9np/bFp6oUcWrfqEy2ae6Une8mA2UdGLu5qw62A77ppdh6VPbENtZQQAC5R7v6Qxm5ddiJsvPgtHHPUub774LIRkhqqoaU28pK4Gt3xqHDKG8G3j6QJNKEQQhUaxuf4TXmTOMPPsYa53NyqqfpKwEq9YX2O1bAB/dSyEtkQGtZURrH11ryehBmXbJE4URQp4qGdjxiTGPLE5j8yvty1Tac0/0+MzS01lLqUZvslF0tnSCxGV+xZ6jmTjc/Jlmsz7BZL7FxS3qq7ny9ZZonI8tmiay4Vv1JCIHT+Ub38Ghj1/O4onHbXNXt51EGOHRnvWf+SPO9QMAVVmnsQeVhuBE3cvi6cOFNVRFavn16MpoIzB+4fjuHHGGERDCv7zf3dj0UVjPDL08PVTIEvMI5c79rfZysfV9bWY13BGYFbPts4MqmJqYMxlrtJmxar+9KbpdmH05o4UVsydCFXmyOgGTq8qCZAneO7BsOLfLyknmYy1XAiBqCphwxcvgMQZFM5w34u7sWN/G0aUhz1WzlXzpkDiDJNHVWDH/jaMr4nhN3fMBGcMGd3/vg6SZwD+xdrLOEZURPC7Oy+GzE1rbHmAEm+QVWHAOV43VHL7LExUmeMnC6fiI4cr9cjKMGXjLCKSAWW1fpQtq3WikBbSDc6YPL8YkBVzJ+Jn2z+yv8oCoGybRJ8Q8Sku/cj8ekQUUxFI6SKw6DoAaEZQzTNTmQvJHHdcOsGjqFiTRiojfN27/uXz5wIwLYOlEdmlyMgSYL32yQEJTixlNZ0RWLjuTc96SxnNZzXTDbPwuvMlddX8ersWTb7SFSGFoX7MUFyftQxZ+4eUrgQyvsqC4+taOCCjZ1jt2qY1nsHtm91xVVb8FQ9QFnkBfqU1DIHGo0lohoFYSPYU6rZi9po7Uti0tAE3zjBLGVTHzPE7vaoEYZlj14GjkHgJ7n52l2vfn772PoZEVVxSV4NlM8/EDT95A/dceZ7vNSoNy4EJeiQO1/aTR1Xgxhlj7Hg9S5lKZgyURWRAAJwxHGzzt0LuOxz33IN+5Q9qKyO+iVsuqatBWyKDW57a4ernvIbTsaepA2FFspVh6xjLN2zH3Veci2989mxwxmDA/LDwH8/vwqKLxvje1+GApDEZPdhad1ppGK2JNOIpDYBpDQ9SoAmC6H8YzA+5uR+YCm/GIIJQZe5bVqu3Cj09pQOwYvJ2HWzHsvXbMKd+lOeL8O2bd+Kz5w3HD154B3dfcS6WX3wWoqqEYdEQRlaWkKJHnDAZvSumzioyzbm53FxvfsFfvaAeG5c0YPWCelTHQshktR3OzDp4zvWX1NWAsy43S7+XPOsrfVo38OKuJix9YhuuWfM6lj6xDS/uarLb70zrWPnye7ASPAkhsPLl95BImx1UJYZ1C6di3cJpZh2xhdOwbuFU2800naf/alYRMl3T0KWMZhWhlGZ44sKWr9+GVNYyGQ2ZyrJz/0fm1yMaMh95ibT//ol09vhZy6Vz/9x6Rsm0gMyBs2piOK08jLNqYpC5uRwwX8D9xtiy7KUcX/A2LmnAXbPr8P1fvWNbVwuJlngaH7R04uFfv4vWzjTKS2Q8vbjBPi8rq2PjkQQMRw3GHfvbsOixN3HjT96AIYAJw8s9HzHu3LIT37ysDs+9fQDfmm3GM941uw6/eOsAVudc43vnTMQ9v/wLMpqpdFr3zw+umoRRlREY2fg4i2Uzz/Q815dv2I7KqGqW+WACIysjePz3+3DvnIkeeXrgpT2ucWg8kgAYcP/Vk1zbrpw3BVHVLKfiXP7Ny+rsJEDW/rdv3onWeAa3zRqHjpTm+9GmRJXwtWfeRkdKw6z7/g8LHn0DN84YA0Xi/ve18PbpR9eej4zu/1HIEAJ7mjtw5crXcPEP/g93/fxPONqZ8b2nFIleNQniZJAO+Mib1sm6XiwwAA9eN9n1nH3wusm9VuhJG8khmdTQqWvozL4MWjF5QXEoY4ZGcd/Vk6DKHEPJkkf0EZph4OfbGz117m68yAzSDckc3/18HVodsTbf/Xyd7UapSMw3Js56MettHTyZM7y2t8WuI2mt/8dPjwNgKnNHE5rrC+QPrznfTpASCihbYClTmhD2y7plNYuFZLt/+dw00xqgSPC4UKY1dLu/UxF7MKeo+4OOou6AacX829GUT9IL8xzzxV3KnPl+wSvEumVpzYxX+8ZnP4bWeBqJtAGJu+PHAGDpx0cDAO67apLLRdO6dozBd8w4Az4xocZliX3o+skYElVc18hSKr81u86uuViiShAArl37B8wYW+Vytw8qON7SkbJj3TgDbpwxxi5VYmUIPZpIo7kj5dq3tjKCVMZATXnYY/VOaQIP5chUW2cmUJk7LVv2we8+bEtk7O2sfe7cshOPLZrm215aN/Dvz//VPnZnWrc/KvjHAHEsfryrbIilBD943flYt3AaVJln9xeIp3UM7YmQEATRK4I+zmh64X0gJPxJaga+9z+7XPPE9/5nF35Ibpy9J5nUkBIaOpKGXagyonIz/iMbk2f963VLY5AYR2VYIUWP6DNkznwTrFhBuhymdS031sayO2m68HX/shKkBL1EWpY/mTM8emM9JC65lCXr+BJn+NG15+Mfn37LPv6Prj3fVlSEAL688S3X8b+88S07wYkQwNrfuOvorf3NXttN1BDAs29/5FF2rWyiQUXfu7KRim5dKPMFugcmT7msK3lKkOXu6TxJZKw+KhLH/VdP8ii8hegWF1ElJDI6mtpTGBpTURaWATCXK/LSj4/G7PNrca3DZdLp3hmSOYTwT3QlMYbnd3ozlN0wY4zt8pm7vZUgaPWCenubWXXD8Jwj01mQu/HwighmjK2ylf+KiIJ/+tzHsnFxAo+88h4A+Mdpx2S829Tpujfuv3oSRlZGPDK1ekG97/EtZWztq3s9cY3WmFnzkkXjkURwfUvOsGN/m+vDwuZlFyKe0nyLtQPeDxXVsRAqIipa4mmURxSseOGvuG76GRg/LHaCUkMQxPEgc+ZbF7MQPxAS/gR9BKYELb0gmdTQmkgjrPoXaH7w2ol45JX37JiR3Ixpq+bXkzWP6Bcyun+CFUtZSudRNPJZ7oKyUVrPk7DC0NwBLP/pGy55DytdymBpTpHr0rDsyIbpf3zb7RPCEwN775yJsKL+IjLH7Bxld9W8KYhkLX9hxb/oe1jpStDS3fiEFf8ENNb+PI9lYjBfMgAAIABJREFUE8jGqXVjuVNlf2XOsl4aQiCWM4axsGxbpAoJAYEj8TS+/szbmDG2CjfMGI1l67fZMXmjh5ZAkbit6AFd1qi7rzgXQ0tDABNQJP9YOzVAHsKK//bCoaw4vTJGlIcRm9CV6eySuhqPwnbvnIn412f/jFs/NQ5RVcLix7fhjksnuGIQV8ydCAAeS50V1/qPT7/lSpTSkdJ9FbEt2/Zj9YJ6Vz3HFXMnYmhpCJvf/BCbtjWiskTG00sakNEN7DvcaSvHVsZOi9rKCP52LOk7HjJnWL2g3vWCWF0awt7mOJ564wPXOTz62734zuXnuPo6eVQF7rh0Ahb8pOt5sHLeFJSXKLY3AUEQ/UtZhOPWWeM981ZZhO7BYqE07P9uUhru3TU+5bQUK7MmY8CReAZL12/D00safON3Ni5pwL0v7MEPXngHt80ah9FDS7BxSQN0Q0CiBCxEP6IZIjCrHhDsImi5Meaz3BkCtlua1f5PX3sf3866KcZT/jFtG5c0oKLEVEa3bN3vsawtvGisfXy/L5DOOnu5sVJ3btnZpcwGWCatBC7JTHD/uhsfSxFLZgw8+1ajr6UIMJXZoJdmi3y1DivCCiqjqkuZq4yqqMjWJZM4x/3/u9tVa/D+/92Nf/uHiT0RkUFFMm3gK5veRnUshFtmjcO/PvtnrJg7ESMrzbpznLFA5fismigYY0hrAmnovpnIHrp+cqCleuv7rXhycQOEEGCM4efbG3H6kFr72ji9MnITnlhWto1LGnDwaBIt8bTtCrrrYDs2LmnAspln+n442LikwSXflkvqty4zAuvyrVs0DYvWdSmst84aj9PKQlg5bwoqIgoYYzCEwC92fIQpo6vw8vQzcKAtgf2tnYiFZNRWRvDty+tQXRrC0c4uN1JL+VIlhtKwgh9cNQkMpvW/ujSEjpTmSnqzat4UVJRIOGdEmcfde8XciYiGJKy9YSoWP26WkLht1jjPGNy8YTs2Lb0QjN4zCeKkcCwRPO+Vhge4c0Sf0J4Mrr/rX1O9Z5wymkoyqaE9o+HQsZRds8ma/IJeDDVD2C+DqsxRFSbljjg5hAOyZYYdMXn+mfFMRSNfHTmFMyy6aEy3ZQOC7gkAkDhw1bTTXaUPrpp2OiwPxJKQ/xfIklCXVctXGRNdCWKCYo960r98LpS6IbD6N/uw+jf7XG3Maxhtjh/MWC+nolaiSq4gaZkzX8udpRAqioQzKksQUSTbPbwmFoKimHFWVVEVX/nMBPuFurYygrU3TLVLDBQSuhC2gtOezODmi8+Cbghcv/YP9rk9ftN032yURxOa7eq5buE0XxeWIEu1JgRmnu2O5cu1+D3yynv2//0Snry4qwnfvKwOcx/5vbd9QwTGa6d14Zs1lHPWbV0+TykOXeDzD/0O678wHd/4rz+6jvXM0gshcea5Tw+2JaHIDPdceR4UySwPEU9pKK+IQMBtGQ4rHNeu8cbfbVrSgNPKI6Yi6JDzYWVhlIVVlIVV/Ozmi5DW9MD7La0bqIn14g2EIIgeQ0XVix+tByEkJ8IpoblYmTUPt6fsGCfnBB70hV7mDJA5lVEgTjq6gK81wSqtoEoBBbuz2pYIsNxZCUYkzlAVc1udqmKqrQzlL97K0Oy4n6yX0LKs1aqzG8tgZUl+y2M+q1lPir53p4jlc9NUZGbW/Yt3xURFVAmK7HDjhIAic9cYKjKH4XjZVhQJIytLfK8x5wwThpXaL9SqLKEqqhZk6YWwItkKzrqF09B0rEs2APP63/PLv3hcJr95WR3m/bhLEXngpT3+JROCYtEY87X4bVzS4LIQGkLgnivPQ3VpKFBugpYHxWvnll24c8tOPH7TdCic4YyAunxNx1IupbK2MmLf0/e9uNsTP+dXOP72zTtxz5Xn4Sub/pgtqP6G3dbGJQ24xuEqC5ixeUEviJwzjK6KojSs+MpgdWkIAHAgoPTE+81xRFXZ3o4giP6DiqoXP2pAHHlvY/lPCQeMlkQay9dvQ4kq2QNoTeAA8NqeZqzKSSm9an49YmFOZRSIASGoTp6erZMXT+t44vcfYN3CaXj5a5/EuoXT8MTvP0A8W/ogopqWtbuf3YVr1ryOu5/dhVtnjbeLosfTOn786vuorYzYL8A/fvV9dGb3VyTmSRO/0pHNM60bvspoTy1vluXR2X6u5dGv9IJleQzJ3jT2Kx1F3cMqQ0XWhdIqXVERVe0aeGo2Niy3fUtZDkmmAjNqSAmqS0MYNaQEYUVCSOo6H2EAK3/9rn3Oad3Ayl+/C3EcidE4Z6guNZ8x1aWhglT0AGBoNITRQ00FpyOluZ61Fi/uagID8PSSBmxediHumm1+qXRut2N/G77/q3fwxE3TXeUoupOXIHdmy0J4zZrXcd3aP+Ab//VHcGZmAnW2c99Vk1DiUxZhZbbUhmUZdM0P86b4ll3gnEGWmf2xwkltZQQt8bRnH003UFsZwY79bXj0t3ux4YsX4P9un4mV86YEWsAVyUwgZlmBLTdRzr3j0RJP+/ZFcnz4yCeDNbGQp+zCvXMm4oGX9iCt6Z7tCYLoe6Ih7vuuapUUIgqfaJj5l40KU4KWvFgvns4vtFbilTu37MQd//UnPHjtRGxc0mC7W5EljxhIwork+3UnlHUBzFf6IKMJxEIcTy1ugCEEOGPQDB0Zrau0gt/+t2X313Thylpol37IxrTlixnM9wUyn+URAMpykpeUOe5HiQPlJYrLJU6Rme1GCgGUR2REhsXsGFtVZnbV96hqWi2c7VeXhmB5UMbTQFWJhLaEmaE3xBkqIhzxNBDNxkaEVQmLPz7WYz0Mqw6N8BSBc4aoasaUNbWnAr9OHu5IozKqIpnRcWZ11FdOmjtS2N3UYbty1lZGuo0xDbLQ+lkIIYBHf7vXk5DkP+ach4oceVKz8vTDa89HStPt+UFiDGDCt+xCPKlB5gzJjOaxYq6eX48fvbTbs48icWxZPgOpjA7OTUVx85v7cd//twevfH2m7/lZc9nw8jBevX0mZImjJhZCayLtmwQmty8r5k40Ldc9RJY5hld03S9WmYvmjhRU+dSTd4IYCJIZYSdssuY1QCCZITfOYqEjKZDOZFz6yKGjnehIqijrRVzmoNZmGGOXAvgRAAnAj4UQ95xIO9YLhVPB27G/DT997X1s+OIFAExLwhBS8IhBwtBoyJUgwYrnGho13aVqYiHfjE01MXN9NMRxLAXsO9xhKzO1QyL2F8CQ7J/F0LKMBWU/tDJJKgHKnGV5i2QtJc4XzJXzptiWxXxZxWIhhmMp90ukqkiIhSzLnFm4ncNMaKEwBlkylwNAiaIgpbutKNZys38hnFYGVzxdeYQjoprjN6RExb7WuCsmcdSQCEYPidptVURUVMVCOa6wZnr6U5GhMVNm7//fd3DzxWd5SnOsmDsx6yoMOzbt9/90sW/5ggezSpH1OyRz3xhTNSB7Z0jmvsp8SOW45VPjPHK55pX3sPDvxoAz88OGwhgkybTwHkrr9n1ocUldDVbPr/dk6FQVDs0wwBlDKqPjiZumZz9EcFSVcNw2azx2HWy393lkfr1dtscwBN451O665yUOV/kKZ2zg2gVTMbzcnSHW77nxlU9PQCwseeLyjldOKyMhnFYeLooY01Od0d947rj32XfPZf3QE+J4kDjDoWNptMYz9r08JKpgRAXFzRYLNbEQWuNp2x3fmiesd7sThYlBmuabMSYB2A3gMwAaAbwJ4DohxK6gfaZOnSq2bt3qWW7F7C3PpgI3M2tGEZIYQipHVJJJyTv1GHB/uSB5tTAMgZZ4OjCeK5PR0dSR8k3+YRgCR5MpdKa6akeWhDjKw6abViaj44MjnR5l5ozKEiiKhGRSw6HOFDKacFnOhpWEEA7LSCY1vNsSd72EPjK/HmdVRe31TZ0ppB37qzJDjWP/hKF5+hfhsr0+DQ3tia71pREOFeb6TEZHWs/Yljc5a3lTJcUeg+7Gpyfjq2mGub9u2JYTOSfNfL42+piCkVndMMBhelVkDNOybCUOSWZ0RBQZac1ARtcRUSVkdEBigCxxREMcnWkDenY/zgW272vFx0ZUeOS1LCzhWFL3LK+KKUhmDGg6bMu2LAEq54hndKQ1YR9PkcxMoeUR7pKn8ggHA3AsaeBIZwZLHOUR1iyox9CYCkMAac0A5wxK1oUzmTagyAwZTdhf30tUDsYYFC5cx8j1IPGTJ8MQthxKnEHmDJzzQFnzawNAn8jpCcj7oJdZ4MSUn1ONU0TZG9TymkxqaDyW8Dzvassi9A5bRPTk3cNBj2R2MEvHdADvCiH2AgBj7GkAVwAIVPaCCIdljKuKkpsmUVBYsTRB5Ev+UR4OQdPTQPbFrDzc9WKWL1NkOCxjGMx4V8uN0XnPhMMyzurmngqHZdTk2R9JoBNd1jdL0XOuh2O9pehZ/TfpcqVzKnr5xqcn4yvLPO8X03xtnGo4x0PTDLSn0hBpt8LenmDgHODMVLSiqoSkZm7DmWlNs2xonAEK55h8RpVpeXXIayzMkUgLVJYoruWm9ZqhLGQqb4Yw24mFOFrjOsojEuKpruNVhBT7A4NT3uSsvEXDwNCo7pL1WFhCR9K8r2orw26Fp8v460u0G1ccP3ninB3Xl/sgmewLOSV5J4iBIxyWUYuI63lH77LFR0/ePY67zT5trW8ZCWC/43cjgAtOtLFwWMZIuiGIU4jeKItA/ntmoNfn6z8xsMgyR6UcRmWO8tOTuIMghSi3llR5nvkwtx1r/wofselO3vxkLd+xCYIg+hp6lyVOhMGcwsfPNOnxOWWMLWGMbWWMbW1ubj4J3SKIE4fklSg0SGaJQoNkligkSF6J/mYwfx5oBDDK8bsWwIHcjYQQawCsAUxf55PTNYI4MUheiUKDZJYoNEhm+57jjWs8RWL8+gSSV6K/GcyWvTcBjGOMjWGMqQCuBfCLAe4TQRAEQRAEQRBEQTBoLXtCCI0xdguAF2CWXviJEOLPA9wtgiAIgiAIohvIEkgQg4dBq+wBgBDieQDPD3Q/CIIgCIIgiP6hv8tfkDJJnMoM2jp7JwJjrBnAB/3Q9FAAh/uh3b6mEPo5WPp4WAhx6UB2wCGvg2VMgqD+9Z6+6ONgktkgCuFa9Ad03v4MRpkdzNeK+nZi9FXfBqO8BjGYr0d/cKqdL9Czc+6RzBaVstdfMMa2CiGmDnQ/8lEI/SyEPp5sBvuYUP96TyH0sS84Vc4zFzrvwmEw95n6dmIM5r71F6faOZ9q5wv07TkP5gQtBEEQBEEQBEEQxAlCyh5BEARBEARBEEQRQspez1gz0B3oIYXQz0Lo48lmsI8J9a/3FEIf+4JT5TxzofMuHAZzn6lvJ8Zg7lt/caqd86l2vkAfnjPF7BEEQRAEQRAEQRQhZNkjCIIgCIIgCIIoQkjZIwiCIAiCIAiCKEJI2SMIgiAIgiAIgihCSNkjCIIgCIIgCIIoQkjZIwiCIAiCIAiCKEJI2SMIgiAIgiAIgihCSNkjCIIgCIIgCIIoQkjZIwiCIAiCIAiCKEJI2SMIgiAIgiAIgihCSNkjCIIgCIIgCIIoQkjZIwiCIAiCIAiCKEJI2SMIgiAIgiAIgihCSNkjCIIgCIIgCIIoQkjZIwiCIAiCIAiCKEJI2SMIgiAIgiAIgihCikrZu/TSSwUA+qO/nvwNOCSv9HecfwMOySz9HeffgEMyS3/H8TfgkLzS33H+9YiiUvYOHz480F0giB5D8koUGiSzRKFBMksUEiSvRH9QVMoeQRAEQRAEQRAEYULKHkEQBEEQBEEQRBFCyh5BEARBEARBEEQRQsoeQRAEQRAEQRBEETIgyh5j7CeMsSbG2J8C1jPG2AOMsXcZYzsZY1NOdh8JgiAIgiAIgiAKGXmAjvsYgIcAPB6w/rMAxmX/LgCwKvtvn6BpBpo6UsjoBhSJoyqiQBMa2hIGdENA4gyMARJj0AUQUhiSaQOaISBzBs4BwwDCKkcibUAIAc4YFImBM4aUZkCRGDK6sPdRJIa0LqBwBlli0HWBtCHAGSAEYGTbYAwwBKBwhrDKkEqb26k57YVkjnhaN9uTGXQdSOsGQjKHYQjoOe2pEofEzWOltK5zKQlxdKa6foez7UrZ84Rg4AxIagaiqoSU5h4jIYCwwqEbAhldgDEAAtAMAc4ZIgpHKmMgY42DzJDRBBSJwRCAYQiw7HhqhkBY5jCEeS4yZwgrHB0p3T5nAYaqqArOmee6JpMaWhJp+1yqIirC4YES8f4n3/nS+v5df7KOUShomoGOdBpxx/NElTkSGR0Scz5TBRjM55JmmM9ENfvckTlDRYQjpQMJxzM3rHCEZaAt4X4OQzBEVOY6ZkWEoy1hoDTC0e7YPhbiaEvoiKkSko5ntPU8s/ZzttMS18E5Q6VjncIZFJmjM62jRJWQ0bzPN7+22hKG7/KjSQNRlaPD5xx0Q6AqKqEtYdjPW2uuiIY4UhmBpGYgLHMIAGnNQHmJhI6k4ZIpAC45K4twhLgMWZbQ3J5CUjOf+QpnKA8pCIdlGIZASzyNtKaDMQbGBMpC7v4XsrxaaJqB5ngK0RBDPCmQ0Q2EFQmaYf4/lB3bTHacJYkhmekag5DMwRig6wIGTJnWDQFV4hAQEAKQOYMBAZVzJDX3vvG0jojMkcnO2yGJm20IYd83QsB+74ioHCHJfS+EHPePNadbcm3tV6JydDruKev+yJ3PS8Mc7Un3O4wlXynNcL0D5bbpnK+te4ExQOYcmm645nqZM5RHOFIaXONZEwuBMeZ6RytROeIpHaosBc7/QRTTM9bJ6G88d1zb77vnsn7qCVEIDIjECyFeZYyN7maTKwA8LoQQAF5njFUwxoYLIQ729tiaZuCvh9qxbP02NB5JoLYygv+5dQYaj6Sw3LHsvqsmIaxw7PigFfVjhrrW3TtnIl595xAumzQSN2/Ybi9ft3AqkhkDz779kWfdynlT8NzbH+Hz549ESDEn2HW/ex83zhiDO7fsdLX909fex+KPj0VNeRgHjiTwyl+9x1o5bwrW//4DtCXSuPVT47B8w3ZUx0K449IJuH2zt71FF41BdWkIQggsemyrvX7V/Ho8+1YjVv9mn6vd1/a2uPbd+n4rPnl2jasP1vrbZo1HSGZY8cI7+MLfjcXXnnnb1c+HXt6DF3c1ucZh9qSRUGWG+17cbY+BX/+d/bH2/X9TRmHCsFLXAz+Z1LCnJe66Tqvm12NcVbQoHuy55DtfWt+/60/GNSgkzBfmJA53ZFzn47x/H7p+MjKagbW/2et57jm3e2zRNCQzhusZ/fNbZmBvS8rzHP7pa+/j1lnj8eBLu+1nzKr59aiIcHzQkvGMbTyZRklIwXM5z+id353laX/V/HrUxBTEUxns7YRr3Yq5E/Gz7R/hH6aM9Dyv2uJJVMYinrbGVoV8jxG0fHRVCACwtyWFB1/a7RmzVfPrEQtxrPr1Xrsft118Jj42ssLT1rAyFdesed217PQhwEeH41jyhPu8hpaGMAoRvH+kE4sf75ornv9H7zUoVHm10DQD7xxqRyqTgaooWLZ+m2seqo6F8O3L63DrUztQHQvhnjnnIq0JLHfMgz9ZOBWcMcRTGjrTuksefnjN+Vjz6nvmfF4WQnMi7ZpDV82bglf+2oSpY4bYxwuaw2+cMaZrvlU4Fq170/f+yZ3T/e6TpR8fjdnn1wbeT/uaj+GMoaW4uZv3ilffOeRpw2++/uzEEYH3/bpF05DOGFiaI1PlERnXr/2Db7trb5jqmf+DKKZnLEH0hsEaszcSwH7H78bssl7T1JGyXyIAoPFIAp0pw34YWMu+9szbaI1n8Km64Z51d27ZiblTT7cf2tbyxiNJLN+w3XfdzdnlTe1p7G9N4PbNOzGnfpT94HO2Pad+FL6y6W1kNIHbN/sf6+YN27H4E2Mxp36UPfEsm3mm/UDObe/2zTuxv9Xso3P98vXbMHfq6Z52c/e9Ykqtpw/WenM8k5hTP8pW9Jztzakf5RmH5Ru2Q+KSawz8+u/sj7Xv4se3oiWedl3XlkTac52Wr9+GloR7u2Ih3/nS+v5df7KOUSg0daSg6fCcj/P+PRLP4Cub3vZ97jm329+a8Dyjk2nvM9p6/ixfv831jFm+fhs4k3zHdtSQqP0ccT7P2hPe9pev3wbNAEKK4ll3++adWPyJsb7PqzNrynzbags4RtDyYwkDx7Lr/MZs+fptkLnk6seMcdW+baU14VnWkTRsRc95Xo2tCbQk0raiZ60LGqNClFeLpo4Ulq7fhmHlJbbMOeehZTPPxK1P7bD/L3HJnm8Bcww+OpLE/tYEWuMZjzx8eeNb9nzOGffMocs3bMcVU2pdxwuaw13zbWsi8P7JndP97pO5U0/v9n6afEaV3degPvm14Tdfd3ffN7YmbEXPHhMfeXW26zf/B1FMz1iC6A2D9dOG3ycb30rxjLElAJYAwOmnn5634Yxu2De+hWYIz7LGIwmUqBIM4b9O4syzvESVAtdZy0tUyf5dEVF8t7OWcxZ8LGu5s4187VnH9mvH77dz36BxcLZdAilwG7+x4ww96r+zP9a+aU13bRd0DTXDV2wGjOOV1yDynS+t79/1J+sYg4GeyGxGNyCAbu9f6/mY7z63tnMSNFZWW7nPmO7G1u+Zmu9a9HQO6Mmxj2d57nnmbmMI4eqHHtCWniNT3R23RJV81xWKvAI9f85a7wPOcwuakyoiij0nO3HOq93JqB4whwrhf2y/NoLmcr95Mmh/AIGya/c1YDxyj9eT+bq7+97vXrfeDbprN3f+D6JQZLav3gsIIojBatlrBDDK8bsWwAG/DYUQa4QQU4UQU6urq/M2rEgctZUR1zKZM8+y2soIOtM6OPNfpxvCs7wzrQeus5Z3pnV7u7ZExnc7a7khgo9lLXe2ka8969h+7fj9du4bNA7Otrs7vt/YGQI96r+zP9a+quye7IKuoXwcvv0ng+OV1yDynS+t79/1J+sYg4GeyKwicUjdPCsB5H3u5W7nJGisrLZynzHdja3fM7W77YPWBT2X8x37eJZb64LGjDPm6ocU0JaUI1PdHbczG/vV02sw2OQV6Plz1nofcJ5b0JzUlsjYc7ITa171k1vntQu6PxjzP7ZfG875Nneb3HkyaH8AgbJr9zVgPHKP15P5urv7PmjMcnWx3HZz5/8gCkVm++q9gCCCGKzK3i8A3JDNytkA4GhfxOsBQE0shEfm19sPgNrKCEpCHKtylt131SQMiSp4eddBz7p750zE5q0fYuW8Ka7ltZVhrJo3xXfdyuzymlIVo4aYsRFbtu3HvXMmetresm0/7r96EhSZYcVc/2OtnDcFa1/diy3b9mNVdt0jr7yHFXP921sxdyJGDTH76Fy/an49Nm/90NNu7r4/397o6YO13hzPMLZs24/7rprk6eeWbfs947Bq3hTohu4aA7/+O/tj7bv2hqmoiqqu61oVUT3XadX8ejs5QbGR73xpff+uP1nHKBRqYiHIEjzn47x/K6MK7r96ku9zz7ndqCERzzM6rHqf0dbzZ9X8etczZtX8ehhC9x3b/a1x+znifJ6VRrztr5pfD5kDqUzGs27F3IlY++pe3+fVe03HfNuqCDhG0PKyCEdZdp3fmK2aXw/N0F39eG1Ps29bqsw8y2JhjjULvOdVOySCqoiKtTdMda0LGqNClFeLmlgIq+fX49DRTlvmnPPQI6+8hwevm2z/Xzd0e74FzDEYWRnGqCERDIkqHnn44TXn2/O5IQzPHLpq3hT8fHuj63hBc7hrvh0SCbx/cud0v/tk89YPu72fdnzQYvc1qE9+bfjN193d97VDIljdA3l1tus3/wdRTM9YgugNzMyBcpIPythTAGYCGArgEIDvAFAAQAjxCGOMwczWeSmATgCLhBBb87U7depUsXVr3s3sbJyabkDOzcbpyICVm40zN7vVCWfjlBl0zT8bJ2eA3sNsnNYXWCsbZ0Y3oPZFNs5s9rx82Th5tu2+ysapGwIhn2yc8ZSZKa6Ps3EO+Ke9nsprEAOdjfJUX3+yjuFgUMvscWXjZF33vLVdT7NxWs8f83k2uLJxqjJDugCzcaY08zz7IRvnoJZZoPtsnFp2Tj3ebJyGIaBIHICAkScbZ2daR9gnG6fzncA4kWyc2XcZO3Nmzlyfm43TOo613C8bZ1ozus3w2dNsnNYx82XjtN7RTmI2zkEvrxaUjZPI0iOZHRBlr7/o7cszcUpRMA91gshCMksUGiSzRCFRMPJKyh6RpUcyO1jdOAmCIAiCIAiCIIheQMoeQRAEQRAEQRBEEULKHkEQBEEQBEEQRBFCyh5BEARBEARBEEQRQsoeQRAEQRAEQRBEEULKHkEQBEEQBEEQRBFCyh5BEARBEARBEEQRQsoeQRAEQRAEQRBEEULKHkEQBEEQBEEQRBFCyh5BEARBEARBEEQRQsoeQRAEQRAEQRBEEULKHkEQBEEQBEEQRBFCyh5BEARBEARBEEQRQsoeQRAEQRAEQRBEEULKHkEQBEEQBEEQRBFCyh5BEARBEARBEEQRQsoeQRAEQRAEQRBEETIgyh5j7FLG2DuMsXcZY9/wWX86Y+zXjLEdjLGdjLHPDUQ/CYIgCIIgCIIgCpWTruwxxiQADwP4LIA6ANcxxupyNvsWgE1CiMkArgWw8uT2kiAIgiAIgiAIorAZCMvedADvCiH2CiHSAJ4GcEXONgJAWfb/5QAOnMT+EQRBEARBEARBFDzyABxzJID9jt+NAC7I2ea7AF5kjN0KIArg0yenawRBEARBEARBEMXBQFj2mM8ykfP7OgCPCSFqAXwOwBOMMd++MsaWMMa2Msa2Njc393FXCaJvIXklCg2SWaLQIJklCgmSV6K/GQhlrxHAKMfvWnjdNL8AYBMACCF+DyAMYKhfY0KINUKIqUKIqdXV1f3QXYLoO0heiUKDZJYoNEhmiUKC5JXobwbviPrBAAAgAElEQVRC2XsTwDjG2BjGmAozAcsvcrb5EMAsAGCMfQymskefOwiCIAiCIAiCIHrISVf2hBAagFsAvADgLzCzbv6ZMfY9xtjns5t9DcBixtjbAJ4CsFAIkevqSRAEQRAEQRAEQQQwEAlaIIR4HsDzOcu+7fj/LgAXnex+EQRBEARBEARBFAsDUlSdIAiCIAiCIAiC6F9I2SMIgiAIgiAIgihCSNkjCIIgCIIgCIIoQkjZIwiCIAiCIAiCKEJI2SMIgiAIgiAIgihCSNkjCIIgCIIgCIIoQkjZIwiCIAiCIAiCKEJI2SMIgiAIgiAIgihCSNkjCIIgCIIgCIIoQkjZIwiCIAiCIAiCKEJI2SMIgiAIgiAIgihCSNkjCIIgCIIgCIIoQkjZIwiCIAiCIAiCKEJI2SMIgiAIgiAIgihCSNkjCIIgCIIgCIIoQkjZIwiCIAiCIAiCKEJI2SMIgiAIgiAIgihCSNkjCIIgCIIgCIIoQgZE2WOMXcoYe4cx9i5j7BsB21zNGNvFGPszY+zJk91HgiAIgiAIgiCIQqbXyh5jbDxj7CXG2J+yvycyxr7VzfYSgIcBfBZAHYDrGGN1OduMA/BPAC4SQpwD4Mu97SdBEARBEARBEMSpRF9Y9tbCVMwyACCE2Ang2m62nw7gXSHEXiFEGsDTAK7I2WYxgIeFEEeybTb1QT8JgiAIgiAIgiBOGfpC2SsRQryRs0zrZvuRAPY7fjdmlzkZD2A8Y+x3jLHXGWOX9kE/CYIgCIIgCIIgThn6Qtk7zBg7E4AAAMbYXAAHu9me+SwTOb9lAOMAzARwHYAfM8YqfBtjbAljbCtjbGtzc/Px9p0gTiokr0ShQTJLFBoks0QhQfJK9Dd9oex9CcBqAGczxj6CGV+3vJvtGwGMcvyuBXDAZ5ufCyEyQoj3AbwDU/nzIIRYI4SYKoSYWl1dfaLnQBAnBZJXotAgmSUKDZJZopAgeSX6m14re9nYu08DqAZwthDi74QQ+7rZ5U0A4xhjYxhjKsz4vl/kbPPfAC4GAMbYUJhunXt721eCIAiCIAiCIIhTBbm3DWTdK28AMBqAzJjppSmEuM1veyGExhi7BcALACQAPxFC/Jkx9j0AW4UQv8iuu4QxtguADuB2IURLb/tKEARBEARBEARxqtBrZQ/A8wBeB/BHAEZPdhBCPJ/dz7ns247/CwBfzf4RBEEQBEEQBEEQx0lfKHthIQQpZQRBEARBEARBEIOIvkjQ8gRjbDFjbDhjbIj11wftEgRBEARBEARBECdIX1j20gBWAPgmukooCABj+6BtgiAIgiAIgiAI4gToC2XvqwDOEkIc7oO2CIIgCIIgCIIgiD6gL9w4/wygsw/aIQiCIAiCIAiCIPqIvrDs6QDeYoz9GkDKWhhUeoEgCIIgCIIgCILof/pC2fvv7B9BEARBEARBEAQxSOi1sieE+CljTAUwPrvoHSFEprftEgRBEARBEARBECdOr5U9xthMAD8FsA8AAzCKMXajEOLV3rZNEARBEARBEARBnBh94cZ5H4BLhBDvAABjbDyApwDU90HbBEEQBEEQBEEQxAnQF9k4FUvRAwAhxG4ASh+0SxAEQRAEQRAEQZwgfWHZ28oYexTAE9nf8wBs64N2CYIgCIIgCIIgiBOkL5S95QC+BOA2mDF7rwJY2QftEgRBEARBEARBECdIXyh7MoAfCSH+EwAYYxKAUB+0SxDE/9/evUfJVZb5Hv/+qqtvIQkJSXAYksjlxAszJ0ISUcGDDKgL9BzQRVziJAoORwYQL2u8cW4OwyzPUjkzjqMGlDN4EHBEwqBBUVEu4siAuRBA7uEiBBguIQRCutNdXc/5o/au7K6u6nQ61V2X/n3Wysquvd/a+3nfevb77rd39W4zMzMzs3Gqx+/s3Qj0Zl73Ar+qw37NzMzMzMxsnOox2euJiO3pi2R5Wh32a2ZmZmZmZuNUj8neq5KWpC8kLQX66rBfMzMzMzMzG6d6TPY+DVwt6TeSfgNcBZw72hsknSDpQUmbJJ03SrnlkkLSsjrEaWZmZmZmNmXs9QNaImKtpDcAr6f0NM4HImKwVvnkAS7fAt4FbAbWSloTEfdVlJtB6Qmfd+xtjGZmZmZmZlNNPe7sAbwZWAwcAXxI0kdGKXsksCkiHo2IAeAHwMlVyv0t8FWgv04xmpmZmZmZTRl7fWdP0uXAocBGYChZHcD3arzlQODJzOvNwFsq9nkEsCAifiLps3sbo5mZmZmZ2VRTj7+ztww4LCJijOVVZV35vZJywNeA08e0M+lM4EyAhQsXjjEEs8Zwvlqrcc5aq3HOWitxvtpEq8fXOH8P/NEelN8MLMi8ng88nXk9A/hT4BZJjwNvBdbUekhLRHwnIpZFxLJ58+btUeBmk835aq3GOWutxjlrrcT5ahOtHnf25gL3SfodsDNdGREn1Si/Flgk6WDgKeBU4M8z79uW7BMASbcAn42IdXWI1czMzMzMbEqox2Tv/D0pHBEFSecCvwA6gEsj4l5JFwDrImJNHWIyMzMzMzOb0urxpxd+PY73XA9cX7HuizXKHju+yMzMzMzMzKaucU/2JP1rRLxd0itkHrBC6QEsEREz9zo6MzMzMzMzG5dxT/Yi4u3J/zPqF46ZmZmZmZnVQ73+qLqZmZmZmZk1EU/2zMzMzMzM2pAne2ZmZmZmZm3Ikz0zMzMzM7M25MmemZmZmZlZG/Jkz8zMzMzMrA15smdmZmZmZtaGPNkzMzMzMzNrQ57smZmZmZmZtSFP9szMzMzMzNpQvtEBmJmZmZmZtauDzvvpHpV//MvvrduxfWfPzMzMzMysDXmyZ2ZmZmZm1oY82TMzMzMzM2tDnuyZmZmZmZm1IU/2zMzMzMzM2lBDJnuSTpD0oKRNks6rsv2vJN0n6W5JN0p6bSPiNDMzMzMza1WTPtmT1AF8CzgROAz4kKTDKordCSyLiMXAauCrkxulmZmZmZlZa2vEnb0jgU0R8WhEDAA/AE7OFoiImyNiR/LydmD+JMdoZmZmZmbW0hox2TsQeDLzenOyrpYzgJ/V2ijpTEnrJK17/vnn6xSi2cRwvlqrcc5aq3HOWitxvtpEa8RkT1XWRdWC0kpgGXBhrZ1FxHciYllELJs3b16dQjSbGM5XazXOWWs1zllrJc5Xm2j5BhxzM7Ag83o+8HRlIUnvBP4H8I6I2DlJsZmZmZmZmbWFRtzZWwssknSwpC7gVGBNtoCkI4BvAydFxHMNiNHMzMzMzKylTfpkLyIKwLnAL4D7gR9GxL2SLpB0UlLsQmA6cLWkjZLW1NidmZmZmZmZVdGIr3ESEdcD11es+2Jm+Z2THpSZmZmZmVkbacgfVTczMzMzM7OJ5cmemZmZmZlZG/Jkz8zMzMzMrA15smdmZmZmZtaGPNkzMzMzMzNrQ57smZmZmZmZtSFP9szMzMzMzNqQJ3tmZmZmZmZtyJM9MzMzMzOzNuTJnpmZmZmZWRvyZM/MzMzMzKwNebJnZmZmZmbWhjzZMzMzMzMza0Oe7JmZmZmZmbUhT/bMzMzMzMzakCd7ZmZmZmZmbciTPTMzMzMzszbUkMmepBMkPShpk6TzqmzvlnRVsv0OSQdNfpRmZmZmZmatKz/ZB5TUAXwLeBewGVgraU1E3JcpdgawNSL+g6RTga8AH9yb4/b3F9jSN0AuB8UiFIpBTz7HUEBhqMjM3g5e3VmkUAzyObFvb47+QdhZKCJBBOX3DiVlerty7BjYtb0zLwYLUd7HtK4cxYDCUDBYDLo6xODQru1d+RyFoSLFin1XxrJPd45tfUPkc2Jmb45X+oPBoSIdOdGZE8pBoVA6RrquSFAsggT5XOk4g0mdC8UYEWtPZ44dA0PkpGH1zSGKASiI0LDj9naJV/pLcXbmRL4jR6FYJC8xUAyGkvU9XTn6B4tEUD7erN4cfUn7ForB9K4O+jNtXYwYFkt3PsfAUGkfQxF0SHR25BhI3iPBzJ4c2/p2tduc3i56eiY9xesmzdla9fH2xm6frGO0iv7+Alv7BxkYKtLVkSMn6C8UyedEZ4coDAX79uZ4qa+YOYdV7h/TfmV6t3gpcx73Jv3Hvj25Yetn9eYoQrmfTvub9BjZvj4bT1c+R45dsc3qLfUbypRP17/w6hAdOTE7KTOYbMvnRH+hyLSuDgYLu9bPSo6d/p/uqzufozMPeTGiDtv6i+QkdhZ29a37dKvcl82a1sH2/iI5URpPMu/dvrPUdkNJHYNgRk+OHZn13fkcM5L9pe3clc/RIRgqwj5dw2PapzvH4FCp3y0M7WqXnKCrM0f/QPv1sRJM68oNG3en9+TY3l/K1bxK41hfpu7p+B6xaxyrHNenJdcI1cbyaV05Xu4v5VdPPlfO4Y5cadwrBqWxPIKOzBiez6k8fo91HC8Wd8WSvq4cY2f05MrjeT6nYa978qW6QlAMynGm+xwqBj2dHcNiTM+BGT2l92bbdlpXDqm0Lj3+UDHId5TyMj03Z/bmKAwx7DprKIJ8Lkd3XvQPFunt6qBQjNK1AJTL7T+9m87OjrbqY83GqxEZfySwKSIeBZD0A+BkIDvZOxk4P1leDXxTkiIixnPA/v4CD295lW/c+BCnHXUwX7jmbuZN7+bzJ7yez62+m0/+2aG88cBZnH3FejZv7WP+7F4uWrmU/Wd08jfX3ctpRx3MZbc9Vn5vtsxPNm7mmNe/hlsffJb3vulAzrlyw7Dtc6d38uL2AdZsfGrk9hVL6MyLv79hV1y1Yrn/qZf4x5sf4aKVS1n/2Auc/5MHmD+7l2/9+RF05HKclSl/4fLF9HZ1sOrmTZzx9kPo6czx8e/fWa7zLQ+MjHXViiVc8W9/4LZHt/CVUxZz2W2Pld/7rWQ/n7n6rmHHmDujm98+9NywWPIdOV7uG+Rzq3e108UrlyLBX14+vE7zZ3fzwVW3c9Qhc1j5ttfyzZseHtHGaSyfOG4RAGdnYr5w+WK++vMHeX77Ti4/40ge2zI4ot0WzdmnJTv2NGdr1cfbG7t9Mj6jVtLfX+CRF18ddo5nz89VK5bw07ue4j8fPp9v3PgQN9z3HO8+bH8+cdyiYef01089nJm9nXz0u2uH9U2Hzu3h0S07h7XVxSuXsm9vns1b+0b0N9cl/XK2L8nGky7Pm9HFJ45/3bCxIftZHDKnm2df3sljOxjRx1674Snev+TAYcdO31MZ66oVSzhwdg9PvDSyDr2dOU7L1DftW1/ZsZNNz73KGw+cVTW+i1cuZahY5OPfv3PYusFinqczbfLuw/bnk8e/bkT882Z0M2d654hYs+PW1298uDz+nXfiG3h++8CIMa4V8xWGXxd88b8cxpNbR7ZDmqu1Xv/xrG6eeal/WA5ftHIpRPD4C69w0LyZo47lt9z/LPc8vY1zj1s0rF3Tce+jRx/M9O48xYjy5/zuw/bn3OMW8dO7Rl5TVBvHTzvqYG598NnyuVdzjD3+dcOuLdL6Pv/KAJ8/4fV897fVr4HWP/YCP77r38vXU9lts3pzbO0LXu4rDGuH73/sLWzrK1SNJ3ueXrRyKTN783zpJ/dVLVftHMzWZ9GcfdqmjzXbG434GueBwJOZ15uTdVXLREQB2AbMGe8Bt/QNcPYV6zll6YJyZ3HWsYeWO4ijFs0rdwYAm7f2cfYV6xkcovye7HuzZZYvW8gXrrmb5csWljvd7PbCEDz3ykD17VduIJ/rGLbvWrEctWheefm4ww4ob3vx1cHyIJ6u+9zqu9n66iCnLF3AZ66+ixdfHRxW52qxnHPlBj52zCFs3tpXrm/63nS58hibX+wbEctzL+8st2u6/qwr1vPcyztH1GnHziKbt/bxsWMO4ZwrN1Rt4zSWs6/cwAvbB0bEcNaxh7J5ax9DRaq225a+gfGmTUOlOVurPt7e2O2TdYxWsaVvoDzRg5Hn5zlXbmD5soXlfhgon9fZ93zqBxvZ/GLfiL7ppb7iiLY664r17CxE1f4m7ZdrxZMun7J0wYixIS1/9hXreamvSHdnZ9U+9mPHHDLi2Ol7KmM958oN9A9Ur8MTFfVN+9bX7DutPB5Ui++sK9aX+/bsusGKNjll6YKq8T/5Yh87do6MKTtuZce/YqjqGNeK+QrDrwtAVdshzdVar/sHiiNy+Owr1vPC9gGOeO2c3Y7lJy+ZzylLF4xo17TNP7f6bl7YPjDsc07Lj3UcT69PauVReYytuLZIy6fXDbXOkeMOO2DY9VR2W04dDBZiRDsMJOuq7TN7np6d5HOtctXOwWx92qmPNdsbjfjRhqqsq7xjN5YypYLSmcCZAAsXLqx6wEIx2Ly1j1m9neWTPrs8lGzPKk0golwuWz5bpiOnYf9Xbi9GMK2ro+b2nMYeS7qcvcE5raujavlpXR1Mo6O8nK1zrVg6ciovp2Wz+6l2jMpY0m3VylauKyR1SuOp1cbZWKptg9JXjKq9Nz1GsxhLvsKunM3K1sfbG7t9so7RDPakj83Knp/ZfiddV+t8r9VX1Oo/R+uXR4uncnm0z2JPjjHa5zrW+k5Lvpq2u/iqvbeyTUZ7b62Y0nEr7ftn9Xa2TB8Le35dUGvcTXOk1uvRPtOxjuV7Ou6NZxwf6xibHc/Heo6MVodCMarmTbputHjS5cprpMq6jlafdupjzfZGI+7sbQYWZF7PB56uVUZSHtgXeLHaziLiOxGxLCKWzZs3r+oB8zkxf3YvL/UNMn92L8Cw5Y5ke9b82b105FQuly2fLTNUjGH/V27PSewYGKq5vRhjjyVdlnbNhXcMDFUtv2NgqLzfHQNDw+pcK5Z0EMrWN7ufaseojGW0eCrX5ZM6pfHUOk5lPSq3Qen3G6q9Nz1GsxhLvsKunM3K1sfbG7t9so7RDPakj83Knp/ZfiddN1q/Urmu1v5rnfe1+rhsPC/1De62f09/P29PjjHa5zrW+u4YKP1eVzoe7ElbVbbJaO+tFVM6bmXbp1X6WNjz64Ja426aL7Vej/aZjnUsH8u4l/2cxzOOj3WMzY7nYz1HRqtDPqeqeZOuGy2edLnyGqmyrqPVp536WLO90YjJ3lpgkaSDJXUBpwJrKsqsAU5LlpcDN4339/UA5vR2cdHKpVyz/km+cspi5s/u5eJbHuHC5aXl2x5+PvkdslKnMH926XvdnR2U35N9b7bM6nVP8JVTFrN63ROsWrFkxPZ8B+w/o6v69hVLKBSHhu27Viy3Pfx8efmm+54pb9tvn04urih/4fLFzN6nk2vWP8nffeBN7LdP57A6V4tl1YolXHLro8yf3Vuub/redLnyGPP36x0Ry/4zu8vtmq6/eOVS9p/ZPaJO07pzzJ/dyyW3PsqqFUuqtnEay0UrljB3eteIGC6+5ZFkAKVqu83p7Rpv2jRUmrO16uPtjd0+WcdoFXN6u/j2h0f2Q+n5uWrFElave6LcDwPl8zr7nq+fejjz9+sd0TfN6s2NaKuLVy6lO6+q/U3aL9eKJ12+Zv2TI8aGtHz6O0c7Bwer9rGX3ProiGOn76mMddWKJfR0Va/Dwor6pn3rs9t2lMeDavFdvHJpuW/PruusaJNr1j9ZNf4F+/UyrXtkTNlxKzv+5RRVx7hWzFcYfl0AUbUd0lyt9bqnKzcih0u/89jFnX/Ystux/McbNnPN+idHtGva5hcuX8zc6V3DPue0/FjH8fT6pFYelcfYimuLtHx63VDrHLnpvmeGXU9ltxVjiM68RrRDV7Ku2j6z5+lFST7XKlftHMzWp536WLO9ob2YQ43/oNJ7gH8AOoBLI+JLki4A1kXEGkk9wOXAEZTu6J2aPtBlNMuWLYt169ZV3Vb5NM70KWVDAYVikZk9rf80zkIxyOWGP40zJ8pP8iokdd7d0zjTp75VexpnYahYPsaePI1z52Bx2FO86vY0zqFdT+Daw6dxNvxHe6PlKzT+aZPe3nRP42zqnE2fxjk4VKSz4omXu3saZ7bvqvY0zp2DRWbu4dM4O3Klp00OFYPOPXgaZ7aP2vLqELlc9adx7iyUngS4t0/jfLm/iCQGCrv61vRpnEPFYN/0aZxV4kufxllM6lj5NM5iMegax9M4C0PJkz+HiignisnX8cbxNM6mz9ktfQPkBL1N9DTOnGCoytM4C8n2sTyNMzuOT/jTOCPoye/l0ziTp2zu7mmcaXtM0NM4mzpfsw4676d7tN/Hv/ze8YZkdTJBn9mYcrYhk72JMtaTxIwW6tTNEs5ZazXOWWslLZOvnuy1nkZO9hryR9XNzMzMzMxsYnmyZ2ZmZmZm1oY82TMzMzMzM2tDnuyZmZmZmZm1IU/2zMzMzMzM2lBbPY1T0vPAHyZg13OBFyZgv/XWCnE2S4wvRMQJjQwgk6/N0ia1OL69V48Ymylna2mFz2IiuN7VNWPONvNn5djGp16xNWO+1tLMn8dEmGr1hbHVeUw521aTvYkiaV1ELGt0HLvTCnG2QoyTrdnbxPHtvVaIsR6mSj0rud6to5ljdmzj08yxTZSpVuepVl+ob539NU4zMzMzM7M25MmemZmZmZlZG/Jkb2y+0+gAxqgV4myFGCdbs7eJ49t7rRBjPUyVelZyvVtHM8fs2ManmWObKFOtzlOtvlDHOvt39szMzMzMzNqQ7+yZmZmZmZm1IU/2EpIWSLpZ0v2S7pX0qSpljpW0TdLG5N8XGxTr45LuSWJYV2W7JP2jpE2S7pa0ZJLje32mjTZKelnSpyvKNEVbNpKkEyQ9mHxO5zU6nmp2l2sNiOdSSc9J+n1m3X6Sfinp4eT/2U0W3/mSnsrk+nsaFd9EaoV8rodq50Qz5WC97Mm51ugxZ6yaKUdrXXM0Q3/RrDle69qiGdpsIuwuXyV1S7oq2X6HpIMmP8r6GkOdT5f0fOaz/q+NiLNeqvWzFdvr07dGhP+Vvsp6ALAkWZ4BPAQcVlHmWOAnTRDr48DcUba/B/gZIOCtwB0NjLUD+Hfgtc3Ylg1ul0eAQ4Au4K7KfGuGf7vLtQbEcwywBPh9Zt1XgfOS5fOArzRZfOcDn210201wvVsin+tU1xHnRDPlYB3rOeZzrZnGnFHq01Q5Wuuaoxn6i1bI8ey1RTO02QTVb9R8Bc4BLk6WTwWuanTck1Dn04FvNjrWOtZ5RD9bsb0ufavv7CUi4pmI2JAsvwLcDxzY2KjG7WTge1FyOzBL0gENiuV44JGImIg/dt/KjgQ2RcSjETEA/IDS52ajiIhbgRcrVp8MXJYsXwa8b1KDyqgR31Qw1fO5aXKwXvbwXGumMaeWpsrRFrzmaLYcb/dri7Hka/YzWQ0cL0mTGGO9NdU5OhnGcM1Ql77Vk70qklvhRwB3VNn8Nkl3SfqZpD+Z1MB2CeAGSeslnVll+4HAk5nXm2ncIHIq8M81tjVDWzZKM31Go9ldrjWD10TEM1C6gAL2b3A81ZybfAXj0nb4il8VrZLP9VDtnGiFHKyHWvVshc+/aWOscs3R6P6iFXK88tqi0W1Wb2PJ13KZiCgA24A5kxLdxBjrOXpK8lmvlrRgckJrmLr0W57sVZA0HbgG+HREvFyxeQOlryO+CfgG8KPJji9xdEQsAU4EPi7pmIrt1X6yM+mPXZXUBZwEXF1lc7O0ZaM0xWc0BrvLNdu9i4BDgcOBZ4C/a2w4E6JV8rkefE6M1Aqff1PGWOWaoxn6i6bO8SrXFs3QZvU2lnxtypzeC2Opz3XAQRGxGPgVu+5stqu6fMae7GVI6qTU6V4ZEf9SuT0iXo6I7cny9UCnpLmTHCYR8XTy/3PAtZRufWdtBrI/7ZgPPD050Q1zIrAhIp6t3NAsbdlAzfIZjWoMudYMnk2/1pD8/1yD4xkmIp6NiKGIKAKX0JxtuLdaIp/rocY50dQ5WEe16tkKn3/TxVjtmqMZ+osWyPFh1xbN0GYTYCz5Wi4jKQ/sS2v/GsFu6xwRWyJiZ/LyEmDpJMXWKHXptzzZSyTfc/4n4P6I+PsaZf4o/T60pCMptd+WyYsSJO0jaUa6DLwbqHyKzxrgI8lTfN4KbEu/fjHJPkSNr3A2Q1s22FpgkaSDk59Snkrpc2saY8y1ZrAGOC1ZPg34cQNjGaHi+/XvpznbcG81fT7XwyjnRFPnYB3VqmezjDmjaaocrXXN0ej+okVyfNi1RaPbbIKMJV+zn8ly4KZInurRonZb54rP+iRKv+vazurSt+brH1fLOhr4MHCPpI3Juv8OLASIiIspnUxnSyoAfcCpDTixXgNcm8yT8sD3I+Lnks7KxHk9pSf4bAJ2AB+d5BiRNA14F/CXmXXZGJuhLRsmIgqSzgV+QekJVJdGxL0NDqtS1VxrZECS/pnSk1znStoM/DXwZeCHks4AngA+0GTxHSvpcEpfvXiczDnRLlokn+uhVv+7libJwXrZw3Ot4WPO7jRhjta65vhQg/uLps7xatcWwFfbrY+tla+SLgDWRcQaSj8suFzSJkp39E5tXMR7b4x1/qSkk4ACpTqf3rCA66BGP9sJ9b2e1xS6vjYzMzMzM5sy/DVOMzMzMzOzNuTJnpmZmZmZWRvyZM/MzMzMzKwNebJnZmZmZmbWhjzZMzMzMzMza0Oe7JlZw0k6XdI3Gx2HmaSDJLXD3+ky22OSVki6O/l3m6Q3NToma22Sbmt0DFOd/86emZnZBJKUj4hCo+MwG4PHgHdExFZJJwLfAd7S4JishUXEUY2OYarznb02IOlHktZLulfSmcm6MyQ9JOkWSZekd00kzZN0jaS1yb+jGxu9TQWSVkr6naSNkr4tqUPSR5Mc/TWlPzCclv1/kpZnXm/PLH9e0j2S7pL05Umuhk0dHUm/ea+kGyT1Sjpc0u3JHY9rJc0GSPrYZcnyXEmPJ8unS7pa0nXADZIOkHRrcg78XtJ/alz1rB3V41ogIm6LiK3JLm8H5jemNtYu0jFc0rFJHq6W9ICkKyUp2fbm5E7yXcm1wgxJPZK+m4z5d51y3P8AAARASURBVEr6s6Ts6UmuXyfpMUnnSvqrpMztkvZLyh0q6efJOfEbSW9oXCs0lu/stYe/iIgXJfUCayX9FPhfwBLgFeAm4K6k7NeBr0XEv0paCPwCeGMjgrapQdIbgQ8CR0fEoKRVwErgb4ClwDbgZuDO3eznROB9wFsiYkfaoZtNgEXAhyLiY5J+CJwCfB74RET8WtIFwF8Dn97Nft4GLE76588Av4iIL0nqAKZNZAVsSqr3tcAZwM8mJ3SbIo4A/gR4GvgtcLSk3wFXAR+MiLWSZgJ9wKcAIuI/JhO1GyS9LtnPnyb76gE2AV+IiCMkfQ34CPAPlO5KnxURD0t6C7AKOG6yKtpMPNlrD5+U9P5keQHwYeDXEfEigKSrgfQEeSdwWPLDFICZkmZExCuTGbBNKcdTmtStTfKuFzgKuCUingeQdBW7crSWdwLfjYgdAGl+m02AxyJiY7K8HjgUmBURv07WXQZcPYb9/DKTp2uBSyV1Aj/K7N+sXup2LZDcRTkDePtkBW9Twu8iYjOApI3AQZR+4PtMRKwFiIiXk+1vB76RrHtA0h/Ylb83J7n6iqRtwHXJ+nuAxZKmU7rOuDqT490TXLem5clei5N0LKVO+23J3Y5bgAepfbcul5Ttm5wIzRBwWUT8t/IK6X3A+2uUL5B8xTz5ikdXZj8xgXGapXZmloeAWaOULecrpZ8yZ72aLkTErZKOAd4LXC7pwoj4Xj2CNavntYCkxcD/BU6MiC0TE7FNUZV9a57aY7uqrKu2n2LmdTHZZw54KSIOH3+o7cO/s9f69gW2Jp37G4C3Uvp60DskzZaUp/QVpNQNwLnpC0k+EWyi3Qgsl7Q/QPL1yzuBYyXNSe50fCBT/nFKdwIBTgY6k+UbgL+QNC2zH7PJsA3Ymvk9uw8D6V2+x9mVr8upQdJrgeci4hLgnyh9tc6sXupyLZB8pfNfgA9HxEOTFr1NZQ8AfyzpzQDJ7+vlgVuBFcm61wELKf0AY7eSu4OPSfpA8n5pCj9Z1pO91vdzIC/pbuBvKf1C9VPA/wbuAH4F3EfpYgXgk8AylR4ycB9w1uSHbFNJRNwH/E9K37e/G/glcABwPvBvlHJ0Q+Ytl1C6QPkdpafAvZrs5+fAGmBd8vWPz05WHcyA04ALkxw+HLggWf9/gLNVerz43FHefyywUdKdlC66vz6BsdrUU69rgS8Cc4BVKj1MaN0k1sGmoIgYoPR7/d+QdBela4QeSr9j1yHpHkq/03d6ROysvacRVgBnJPu8l9IPj6ckRfhbUe1I0vSI2J78dORa4NKIuLbRcZmZmdnk8LWAmfnOXvs6P7n78XtKfzfnRw2Ox8zMzCaXrwXMpjjf2TMzMzMzM2tDvrNnZmZmZmbWhjzZMzMzMzMza0Oe7JmZmZmZmbUhT/bMzMzMzMzakCd7ZmZmZmZmbciTPTMzMzMzszb0/wFz0JtmW/h0mAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 900x900 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = seaborn.pairplot(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute the correlation matrix\n",
    "corr = data.corr()\n",
    "\n",
    "# Generate a mask for the upper triangle\n",
    "mask = np.zeros_like(corr, dtype=np.bool)\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "\n",
    "# Set up the matplotlib figure\n",
    "f, ax = plt.subplots(figsize=(11, 9))\n",
    "\n",
    "# Generate a custom diverging colormap\n",
    "cmap = seaborn.diverging_palette(220, 10, as_cmap=True)\n",
    "\n",
    "# Draw the heatmap with the mask and correct aspect ratio\n",
    "seaborn.heatmap(corr, mask=mask, cmap=cmap, vmax=.3,\n",
    "                linewidths=.5, cbar_kws={\"shrink\": .5}, ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see here not many strong correlations. The highest is 0.30 according to this plot. We see a weak-correlation between hours and income \n",
    "(which is logical), we see a slighty stronger correlation between education and income (which is the kind of question we are answering)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The model\n",
    "We will use a simple model, which assumes that the probability of making more than $50K \n",
    "is a function of age, years of education and hours worked per week. We will use PyMC3 \n",
    "do inference. \n",
    "\n",
    "In Bayesian statistics, we treat everything as a random variable and we want to know the posterior probability distribution of the parameters\n",
    "(in this case the regression coefficients)\n",
    "The posterior is equal to the likelihood $$p(\\theta | D) = \\frac{p(D|\\theta)p(\\theta)}{p(D)}$$\n",
    "\n",
    "Because the denominator is a notoriously difficult integral, $p(D) = \\int p(D | \\theta) p(\\theta) d \\theta $ we would prefer to skip computing it. Fortunately, if we draw examples from the parameter space, with probability proportional to the height of the posterior at any given point, we end up with an empirical distribution that converges to the posterior as the number of samples approaches infinity.  \n",
    "\n",
    "What this means in practice is that we only need to worry about the numerator. \n",
    "\n",
    "Getting back to logistic regression, we need to specify a prior and a likelihood in order to draw samples from the posterior. We could use sociological knowledge about the effects of age and education on income, but instead, let's use the default prior specification for GLM coefficients that PyMC3 gives us, which is $p(θ)=N(0,10^{12}I)$. This is a very vague prior that will let the data speak for themselves.\n",
    "\n",
    "The likelihood is the product of n Bernoulli trials, $\\prod^{n}_{i=1} p_{i}^{y} (1 - p_{i})^{1-y_{i}}$,\n",
    "where $p_i = \\frac{1}{1 + e^{-z_i}}$, \n",
    "\n",
    "$z_{i} = \\beta_{0} + \\beta_{1}(age)_{i} + \\beta_2(age)^{2}_{i} + \\beta_{3}(educ)_{i} + \\beta_{4}(hours)_{i}$ and $y_{i} = 1$ if income is greater than 50K and $y_{i} = 0$ otherwise. \n",
    "\n",
    "With the math out of the way we can get back to the data. Here I use PyMC3 to draw samples from the posterior. The sampling algorithm used is NUTS, which is a form of Hamiltonian Monte Carlo, in which parameteres are tuned automatically. Notice, that we get to borrow the syntax of specifying GLM's from R, very convenient! I use a convenience function from above to plot the trace infromation from the first 1000 parameters. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [hours, educ, age2, age, Intercept]\n",
      "Sampling 2 chains: 100%|██████████| 4000/4000 [15:04<00:00,  3.06draws/s] \n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as logistic_model:\n",
    "    pm.glm.GLM.from_formula('income ~ age + age2 + educ + hours', \n",
    "                            data,\n",
    "                            family=pm.glm.families.Binomial())\n",
    "    trace = pm.sample(1000, tune=1000, init='adapt_diag')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_traces(trace);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Some results \n",
    "One of the major benefits that makes Bayesian data analysis worth the extra computational effort in many circumstances is that we can be explicit about our uncertainty. Maximum likelihood returns a number, but how certain can we be that we found the right number? Instead, Bayesian inference returns a distribution over parameter values.\n",
    "\n",
    "I'll use seaborn to look at the distribution of some of these factors. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 648x504 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,7))\n",
    "seaborn.jointplot(trace['age'], trace['educ'], kind=\"hex\", color=\"#4CB391\")\n",
    "plt.xlabel(\"beta_age\")\n",
    "plt.ylabel(\"beta_educ\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So how do age and education affect the probability of making more than $$50K?$ To answer this question, we can show how the probability of making more than $50K changes with age for a few different education levels. Here, we assume that the number of hours worked per week is fixed at 50. PyMC3 gives us a convenient way to plot the posterior predictive distribution. We need to give the function a linear model and a set of points to evaluate. We will pass in three different linear models: one with educ == 12 (finished high school), one with educ == 16 (finished undergrad) and one with educ == 19 (three years of grad school)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def lm_full(trace, age, educ, hours):\n",
    "    shape = np.broadcast(age, educ, hours).shape\n",
    "    x_norm = np.asarray([np.broadcast_to(x, shape) \n",
    "                         for x in [age/10., educ, hours]])\n",
    "    return 1 / (1 + np.exp(-(trace['Intercept'] + \n",
    "                             trace['age']*x_norm[0] + \n",
    "                             trace['age2']*(x_norm[0]**2) + \n",
    "                             trace['educ']*x_norm[1] + \n",
    "                             trace['hours']*x_norm[2])))\n",
    "\n",
    "# Linear model with hours == 50 and educ == 12\n",
    "lm = lambda x, samples: lm_full(samples, x, 12., 50.)\n",
    "\n",
    "# Linear model with hours == 50 and educ == 16\n",
    "lm2 = lambda x, samples: lm_full(samples, x, 16., 50.)\n",
    "\n",
    "# Linear model with hours == 50 and educ == 19\n",
    "lm3 = lambda x, samples: lm_full(samples, x, 19., 50.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Each curve shows how the probability of earning more than $ 50K$ changes with age. The red curve represents 19 years of education, the green curve represents 16 years of education and the blue curve represents 12 years of education. For all three education levels, the probability of making more than $50K increases with age until approximately age 60, when the probability begins to drop off. Notice that each curve is a little blurry. This is because we are actually plotting 100 different curves for each level of education. Each curve is a draw from our posterior distribution. Because the curves are somewhat translucent, we can interpret dark, narrow portions of a curve as places where we have low uncertainty and light, spread out portions of the curve as places where we have somewhat higher uncertainty about our coefficient values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the posterior predictive distributions of P(income > $50K) vs. age\n",
    "pm.plot_posterior_predictive_glm(trace, eval=np.linspace(\n",
    "    25, 75, 1000), lm=lm, samples=100, color=\"blue\", alpha=.15)\n",
    "pm.plot_posterior_predictive_glm(trace, eval=np.linspace(\n",
    "    25, 75, 1000), lm=lm2, samples=100, color=\"green\", alpha=.15)\n",
    "pm.plot_posterior_predictive_glm(trace, eval=np.linspace(\n",
    "    25, 75, 1000), lm=lm3, samples=100, color=\"red\", alpha=.15)\n",
    "\n",
    "import matplotlib.lines as mlines\n",
    "blue_line = mlines.Line2D(['lm'], [], color='b', label='High School Education')\n",
    "green_line = mlines.Line2D(['lm2'], [], color='g', label='Bachelors')\n",
    "red_line = mlines.Line2D(['lm3'], [], color='r', label='Grad School')\n",
    "plt.legend(handles=[blue_line, green_line, red_line], loc='lower right')\n",
    "plt.ylabel(\"P(Income > $50K)\")\n",
    "plt.xlabel(\"Age\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "b = trace['educ']\n",
    "plt.hist(np.exp(b), bins=20, normed=True)\n",
    "plt.xlabel(\"Odds Ratio\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Finally, we can find a credible interval (remember kids - credible intervals are Bayesian and confidence intervals are frequentist) for this quantity. This may be the best part about Bayesian statistics: we get to interpret credibility intervals the way we've always wanted to interpret them. We are 95% confident that the odds ratio lies within our interval!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "P(1.377 < O.R. < 1.414) = 0.95\n"
     ]
    }
   ],
   "source": [
    "lb, ub = np.percentile(b, 2.5), np.percentile(b, 97.5)\n",
    "\n",
    "print(\"P(%.3f < O.R. < %.3f) = 0.95\" % (np.exp(lb),np.exp(ub)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Model selection \n",
    "\n",
    "One question that was immediately asked was what effect does age have on the model, and why should it be $age^2$ versus age? We'll run the model with a few changes to see what effect higher order terms have on this model in terms of WAIC. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Running: k1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [age, hours, educ, Intercept]\n",
      "Sampling 2 chains: 100%|██████████| 4000/4000 [05:01<00:00,  6.39draws/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Running: k2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [np.power(age, 2), age, hours, educ, Intercept]\n",
      "Sampling 2 chains: 100%|██████████| 4000/4000 [16:13<00:00,  3.05draws/s] \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Running: k3\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [np.power(age, 3), np.power(age, 2), age, hours, educ, Intercept]\n",
      "Sampling 2 chains: 100%|██████████| 4000/4000 [56:48<00:00,  1.12s/draws]  \n"
     ]
    }
   ],
   "source": [
    "models_lin, traces_lin = run_models(data, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff70d0d9ac8>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_trace_dict = dict()\n",
    "for nm in ['k1', 'k2', 'k3']:\n",
    "    models_lin[nm].name = nm\n",
    "    model_trace_dict.update({models_lin[nm]: traces_lin[nm]})\n",
    "\n",
    "dfwaic = pm.compare(model_trace_dict, ic='WAIC')\n",
    "pm.compareplot(dfwaic);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "WAIC confirms our decision to use age^2. "
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  },
  "latex_envs": {
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 0
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
